research-document

Semantic Normalization Audit

Research Area: General Research
Status: draft
Version: 0.1
Priority: medium
Updated: 2026-07-22
Source: research/evidence-runs/ECR-000001-multi-layer-procedural-representation/comparison/generated-v2/semantic-normalization-audit.md

Semantic Normalization Audit

Normalization is deterministic, case-insensitive, and preserves raw text alongside matched ontology concepts.

ECR-000001-P001 structural_layer.entry_conditions

gpt

Status: malformed
Raw text: None
Matched concepts: None
Patterns triggered: None

claude

Status: ok
Raw text: A situation exists that is unresolved and requires explanation || A line of inquiry begins when a situation remains unresolved and the actor must determine what best explains it. || The nature of 'unresolved' is not specified — could mean factually ambiguous, causally unclear, or practically undetermined. Multiple readings are plausible.
Matched concepts: ENTRY_PROBLEM_IDENTIFICATION (Problem or question identified)
Patterns triggered: "unresolved situation" -> ENTRY_PROBLEM_IDENTIFICATION; "unresolved situation" -> ENTRY_PROBLEM_IDENTIFICATION

gemini

Status: ok
Raw text: A situation remains unresolved and the actor must determine what best explains it. || A line of inquiry begins when a situation remains unresolved and the actor must determine what best explains it. || None. Directly states the initiating trigger.
Matched concepts: ENTRY_PROBLEM_IDENTIFICATION (Problem or question identified)
Patterns triggered: "unresolved situation" -> ENTRY_PROBLEM_IDENTIFICATION; "unresolved situation" -> ENTRY_PROBLEM_IDENTIFICATION

ECR-000001-P001 structural_layer.exit_conditions

gpt

Status: malformed
Raw text: None
Matched concepts: None
Patterns triggered: None

claude

Status: ok
Raw text: One explanation is supported strongly enough by available information || The cycle continues until one explanation is supported strongly enough by what is known || Threshold for 'strongly enough' is not defined; subjective or context-dependent. || Further investigation is no longer justified || or until further investigation is no longer justified || Reason for non-justification is unspecified — could be resource exhaustion, diminishing returns, external constraint, or irreversibility. These are procedurally distinct but the packet does not distinguish them.
Matched concepts: REASSESSMENT_LOOP (Reassessment or continuation loop), CONFIDENCE_THRESHOLD (Confidence or sufficiency threshold), TERMINATION_OR_CLOSURE (Termination or closure condition)
Patterns triggered: "cycle continues" -> REASSESSMENT_LOOP; "threshold" -> CONFIDENCE_THRESHOLD; "no longer justified" -> TERMINATION_OR_CLOSURE; "no longer justified" -> TERMINATION_OR_CLOSURE

gemini

Status: ok
Raw text: One explanation is supported strongly enough by what is known. || The cycle continues until one explanation is supported strongly enough by what is known || Ambiguity exists regarding whether 'supported strongly enough' matches an objective benchmark or subjective actor confidence. || Further investigation is no longer justified. || or until further investigation is no longer justified. || The criteria for justification are unspecified, leaving it open to interpretation whether this is based on resource constraints, futility, or external factors.
Matched concepts: REASSESSMENT_LOOP (Reassessment or continuation loop), CONFIDENCE_THRESHOLD (Confidence or sufficiency threshold), TERMINATION_OR_CLOSURE (Termination or closure condition), EVIDENCE_EVALUATION (Evidence or option evaluated)
Patterns triggered: "cycle continues" -> REASSESSMENT_LOOP; "enough confidence" -> CONFIDENCE_THRESHOLD; "no longer justified" -> TERMINATION_OR_CLOSURE; "no longer justified" -> TERMINATION_OR_CLOSURE; "criteria" -> EVIDENCE_EVALUATION

ECR-000001-P001 structural_layer.required_steps

gpt

Status: malformed
Raw text: None
Matched concepts: None
Patterns triggered: None

claude

Status: ok
Raw text: Generate a set of competing candidate explanations without prematurely settling on one || Several possible explanations are put forward without treating any one of them as settled. || Whether this step requires a minimum number of candidates or can proceed with two is not specified. || Gather additional information targeted at discriminating between competing explanations || Additional information is gathered specifically to help separate the competing explanations. || The mechanism or method of gathering is not described; could be observation, querying, experimentation, or other means. || Evaluate gathered information against each candidate explanation || That information is then checked against each explanation to see which one fits the observations best. || Whether 'checked against each' means exhaustive pairwise comparison or a best-fit heuristic scan is ambiguous. || Assess whether confidence is sufficient to resolve the inquiry || If confidence remains insufficient, the actor may gather more information or reformulate the explanation set. || This assessment step is implied by the conditional branch but not stated as a discrete step.
Matched concepts: HYPOTHESIS_GENERATION (Candidate explanation or option generation), COMPARISON (Alternatives compared or distinguished), REASSESSMENT_LOOP (Reassessment or continuation loop), INFORMATION_GATHERING (Information or evidence gathered), EVIDENCE_EVALUATION (Evidence or option evaluated)
Patterns triggered: "candidate explanation" -> HYPOTHESIS_GENERATION; "competing explanations" -> COMPARISON; "possible explanation" -> HYPOTHESIS_GENERATION; "competing explanations" -> COMPARISON; "additional information" -> REASSESSMENT_LOOP; "information gathered" -> INFORMATION_GATHERING; "competing explanations" -> COMPARISON; "additional information" -> REASSESSMENT_LOOP; "candidate explanation" -> HYPOTHESIS_GENERATION; "information gathered" -> INFORMATION_GATHERING; "evaluate" -> EVIDENCE_EVALUATION; "assess" -> EVIDENCE_EVALUATION; "assess" -> EVIDENCE_EVALUATION

gemini

Status: ok
Raw text: Put forward several possible explanations without treating any one as settled. || Several possible explanations are put forward without treating any one of them as settled. || Gather additional information specifically to help separate the competing explanations. || Additional information is gathered specifically to help separate the competing explanations. || Check the gathered information against each explanation to evaluate the best fit. || That information is then checked against each explanation to see which one fits the observations best.
Matched concepts: HYPOTHESIS_GENERATION (Candidate explanation or option generation), COMPARISON (Alternatives compared or distinguished), REASSESSMENT_LOOP (Reassessment or continuation loop), INFORMATION_GATHERING (Information or evidence gathered), EVIDENCE_EVALUATION (Evidence or option evaluated)
Patterns triggered: "possible explanation" -> HYPOTHESIS_GENERATION; "possible explanation" -> HYPOTHESIS_GENERATION; "competing explanations" -> COMPARISON; "additional information" -> REASSESSMENT_LOOP; "information gathered" -> INFORMATION_GATHERING; "competing explanations" -> COMPARISON; "additional information" -> REASSESSMENT_LOOP; "information gathered" -> INFORMATION_GATHERING; "evaluate" -> EVIDENCE_EVALUATION

ECR-000001-P001 structural_layer.optional_steps

gpt

Status: malformed
Raw text: None
Matched concepts: None
Patterns triggered: None

claude

Status: ok
Raw text: Reformulate the set of candidate explanations || the actor may gather more information or reformulate the explanation set || Whether reformulation replaces the prior set, augments it, or prunes it is not specified. These are procedurally distinct operations. || Gather additional information in a subsequent iteration || This is listed alongside reformulation as an 'or' branch — it is unclear whether both may occur simultaneously in one iteration or are mutually exclusive choices.
Matched concepts: HYPOTHESIS_GENERATION (Candidate explanation or option generation), REASSESSMENT_LOOP (Reassessment or continuation loop)
Patterns triggered: "candidate explanation" -> HYPOTHESIS_GENERATION; "additional information" -> REASSESSMENT_LOOP

gemini

Status: ok
Raw text: Gather more information (during loop if confidence is insufficient). || If confidence remains insufficient, the actor may gather more information || Ambiguous if this acts as a replacement or supplement to reformulating the explanations. || Reformulate the explanation set (during loop if confidence is insufficient). || or reformulate the explanation set. || Ambiguous if this means adding new explanations, modifying existing ones, or discarding non-fitting ones.
Matched concepts: CONFIDENCE_THRESHOLD (Confidence or sufficiency threshold)
Patterns triggered: "confidence is insufficient" -> CONFIDENCE_THRESHOLD; "confidence is insufficient" -> CONFIDENCE_THRESHOLD

ECR-000001-P001 structural_layer.loops

gpt

Status: malformed
Raw text: None
Matched concepts: None
Patterns triggered: None

claude

Status: ok
Raw text: The generate-gather-evaluate cycle repeats while confidence is insufficient and investigation remains justified || The cycle continues until one explanation is supported strongly enough by what is known, or until further investigation is no longer justified. || The packet does not specify whether each loop iteration must regenerate all steps or may skip steps. It is also ambiguous whether the loop is strictly sequential or allows partial revisiting.
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), CONFIDENCE_THRESHOLD (Confidence or sufficiency threshold), REASSESSMENT_LOOP (Reassessment or continuation loop), TERMINATION_OR_CLOSURE (Termination or closure condition)
Patterns triggered: "evaluate" -> EVIDENCE_EVALUATION; "confidence is insufficient" -> CONFIDENCE_THRESHOLD; "cycle continues" -> REASSESSMENT_LOOP; "no longer justified" -> TERMINATION_OR_CLOSURE; "revisit" -> REASSESSMENT_LOOP

gemini

Status: ok
Raw text: Cycle of gathering more info/reformulating explanation set and re-checking fit when confidence is insufficient. || If confidence remains insufficient, the actor may gather more information or reformulate the explanation set. The cycle continues until... || Plausible alternative structures: 1) The loop routes all the way back to evaluating original steps with new data. 2) The loop is an inner routine specifically mutating the explanation set or data pool before re-checking fit.
Matched concepts: CONFIDENCE_THRESHOLD (Confidence or sufficiency threshold), REASSESSMENT_LOOP (Reassessment or continuation loop), HYPOTHESIS_GENERATION (Candidate explanation or option generation)
Patterns triggered: "confidence is insufficient" -> CONFIDENCE_THRESHOLD; "cycle continues" -> REASSESSMENT_LOOP; "alternative" -> HYPOTHESIS_GENERATION

ECR-000001-P001 structural_layer.branches

gpt

Status: malformed
Raw text: None
Matched concepts: None
Patterns triggered: None

claude

Status: ok
Raw text: On insufficient confidence: branch to (a) gather more information, or (b) reformulate explanations, or (c) both || the actor may gather more information or reformulate the explanation set || The 'or' is inclusive or exclusive is unresolved. Three interpretations are plausible: exclusive choice, inclusive choice, or sequenced sub-options. || On sufficient confidence or unjustified further investigation: exit the loop || The cycle continues until one explanation is supported strongly enough by what is known, or until further investigation is no longer justified. || These are two distinct exit triggers with potentially different procedural meanings (resolved vs. abandoned); the packet does not distinguish the resulting states.
Matched concepts: TERMINATION_OR_CLOSURE (Termination or closure condition), REASSESSMENT_LOOP (Reassessment or continuation loop)
Patterns triggered: "exit" -> TERMINATION_OR_CLOSURE; "cycle continues" -> REASSESSMENT_LOOP; "no longer justified" -> TERMINATION_OR_CLOSURE; "exit" -> TERMINATION_OR_CLOSURE

gemini

Status: ok
Raw text: Branch between gathering more information OR reformulating the explanation set. || the actor may gather more information or reformulate the explanation set. || It is ambiguous whether these are mutually exclusive options or if both can occur simultaneously, given the use of 'or'. || Branch between termination via finding a sufficient explanation OR via investigation no longer being justified. || until one explanation is supported strongly enough by what is known, or until further investigation is no longer justified.
Matched concepts: TERMINATION_OR_CLOSURE (Termination or closure condition)
Patterns triggered: "no longer justified" -> TERMINATION_OR_CLOSURE; "no longer justified" -> TERMINATION_OR_CLOSURE

ECR-000001-P001 structural_layer.termination_conditions

gpt

Status: malformed
Raw text: None
Matched concepts: None
Patterns triggered: None

claude

Status: ok
Raw text: Sufficient evidential support for one explanation || until one explanation is supported strongly enough by what is known || Threshold is unspecified and potentially actor-relative. || Investigation no longer justified || until further investigation is no longer justified || Justification criterion is unspecified.
Matched concepts: CONFIDENCE_THRESHOLD (Confidence or sufficiency threshold), TERMINATION_OR_CLOSURE (Termination or closure condition)
Patterns triggered: "threshold" -> CONFIDENCE_THRESHOLD; "no longer justified" -> TERMINATION_OR_CLOSURE; "no longer justified" -> TERMINATION_OR_CLOSURE

gemini

Status: ok
Raw text: One explanation achieves sufficient empirical or evidentiary support. || until one explanation is supported strongly enough by what is known || Further investigation loses justification. || or until further investigation is no longer justified.
Matched concepts: TERMINATION_OR_CLOSURE (Termination or closure condition)
Patterns triggered: "no longer justified" -> TERMINATION_OR_CLOSURE

ECR-000001-P001 constraint_layer.invariants

gpt

Status: malformed
Raw text: None
Matched concepts: None
Patterns triggered: None

claude

Status: ok
Raw text: Multiple candidate explanations must be maintained simultaneously; none may be pre-selected as settled during active inquiry || Several possible explanations are put forward without treating any one of them as settled. || Whether this constraint applies only at the start or throughout each loop iteration is not stated. || Information gathering must be targeted at separating competing explanations, not general || Additional information is gathered specifically to help separate the competing explanations. || Whether incidentally gathered non-discriminatory information may also be used is not addressed.
Matched concepts: HYPOTHESIS_GENERATION (Candidate explanation or option generation), COMMITMENT_DECISION (Decision or commitment), COMPARISON (Alternatives compared or distinguished), INFORMATION_GATHERING (Information or evidence gathered), REASSESSMENT_LOOP (Reassessment or continuation loop)
Patterns triggered: "candidate explanation" -> HYPOTHESIS_GENERATION; "selected" -> COMMITMENT_DECISION; "possible explanation" -> HYPOTHESIS_GENERATION; "competing explanations" -> COMPARISON; "information gathered" -> INFORMATION_GATHERING; "competing explanations" -> COMPARISON; "additional information" -> REASSESSMENT_LOOP; "information gathered" -> INFORMATION_GATHERING

gemini

Status: ok
Raw text: No single explanation is treated as settled prior to evaluation. || without treating any one of them as settled.
Matched concepts: None
Patterns triggered: None

ECR-000001-P001 constraint_layer.preconditions

gpt

Status: malformed
Raw text: None
Matched concepts: None
Patterns triggered: None

claude

Status: ok
Raw text: Situation must be unresolved at loop entry || A line of inquiry begins when a situation remains unresolved || None significant. || At least one (and implicitly more than one) candidate explanation must be available to begin gathering || Several possible explanations are put forward || Whether the procedure can proceed with a single candidate is not addressed; 'several' implies plurality.
Matched concepts: ENTRY_PROBLEM_IDENTIFICATION (Problem or question identified), HYPOTHESIS_GENERATION (Candidate explanation or option generation)
Patterns triggered: "unresolved situation" -> ENTRY_PROBLEM_IDENTIFICATION; "unresolved situation" -> ENTRY_PROBLEM_IDENTIFICATION; "candidate explanation" -> HYPOTHESIS_GENERATION; "possible explanation" -> HYPOTHESIS_GENERATION

gemini

Status: ok
Raw text: An unresolved situation exists. || when a situation remains unresolved || The actor has a requirement or motivation to explain the situation. || and the actor must determine what best explains it.
Matched concepts: ENTRY_PROBLEM_IDENTIFICATION (Problem or question identified)
Patterns triggered: "unresolved situation" -> ENTRY_PROBLEM_IDENTIFICATION; "unresolved situation" -> ENTRY_PROBLEM_IDENTIFICATION

ECR-000001-P001 constraint_layer.postconditions

gpt

Status: malformed
Raw text: None
Matched concepts: None
Patterns triggered: None

claude

Status: ok
Raw text: On resolved exit: one explanation is selected as sufficiently supported || until one explanation is supported strongly enough by what is known || Whether competing explanations are explicitly rejected or merely deprioritized is not stated. || On abandoned exit: inquiry terminates without necessarily identifying a best explanation || until further investigation is no longer justified || The state of the explanation set at abandonment is not described.
Matched concepts: CONFIDENCE_THRESHOLD (Confidence or sufficiency threshold), TERMINATION_OR_CLOSURE (Termination or closure condition), COMMITMENT_DECISION (Decision or commitment), COMPARISON (Alternatives compared or distinguished)
Patterns triggered: "sufficiently supported" -> CONFIDENCE_THRESHOLD; "exit" -> TERMINATION_OR_CLOSURE; "selected" -> COMMITMENT_DECISION; "competing explanations" -> COMPARISON; "terminate" -> TERMINATION_OR_CLOSURE; "exit" -> TERMINATION_OR_CLOSURE; "no longer justified" -> TERMINATION_OR_CLOSURE

gemini

Status: ok
Raw text: An explanation is strongly supported by known information OR further investigation is deemed unjustified. || until one explanation is supported strongly enough by what is known, or until further investigation is no longer justified. || The postcondition contains an 'OR' split, meaning the final state may be resolution or abandonment.
Matched concepts: TERMINATION_OR_CLOSURE (Termination or closure condition)
Patterns triggered: "no longer justified" -> TERMINATION_OR_CLOSURE

ECR-000001-P001 constraint_layer.stopping_criteria

gpt

Status: malformed
Raw text: None
Matched concepts: None
Patterns triggered: None

claude

Status: ok
Raw text: Confidence in one explanation exceeds threshold || one explanation is supported strongly enough by what is known || Threshold is actor-defined or context-dependent; not formalized. || Further investigation unjustified || further investigation is no longer justified || Basis for justification not specified.
Matched concepts: CONFIDENCE_THRESHOLD (Confidence or sufficiency threshold), TERMINATION_OR_CLOSURE (Termination or closure condition)
Patterns triggered: "threshold" -> CONFIDENCE_THRESHOLD; "threshold" -> CONFIDENCE_THRESHOLD; "no longer justified" -> TERMINATION_OR_CLOSURE

gemini

Status: ok
Raw text: Confidence/Support threshold met for a single explanation. || until one explanation is supported strongly enough by what is known || Justification threshold dropped below baseline. || or until further investigation is no longer justified.
Matched concepts: CONFIDENCE_THRESHOLD (Confidence or sufficiency threshold), TERMINATION_OR_CLOSURE (Termination or closure condition)
Patterns triggered: "threshold" -> CONFIDENCE_THRESHOLD; "threshold" -> CONFIDENCE_THRESHOLD; "no longer justified" -> TERMINATION_OR_CLOSURE

ECR-000001-P001 constraint_layer.validity_conditions

gpt

Status: malformed
Raw text: None
Matched concepts: None
Patterns triggered: None

claude

Status: ok
Raw text: The procedure requires that information gathered be checked against all current candidate explanations, not a subset || checked against each explanation || Whether 'each' means exhaustive or representative coverage is ambiguous.
Matched concepts: HYPOTHESIS_GENERATION (Candidate explanation or option generation), INFORMATION_GATHERING (Information or evidence gathered)
Patterns triggered: "candidate explanation" -> HYPOTHESIS_GENERATION; "information gathered" -> INFORMATION_GATHERING

gemini

Status: ok
Raw text: Gathered information must be capable of separating the competing explanations. || Additional information is gathered specifically to help separate the competing explanations. || If the information gathered fails to provide discriminatory weight, the step's functional intent is invalidated.
Matched concepts: INFORMATION_GATHERING (Information or evidence gathered), COMPARISON (Alternatives compared or distinguished), REASSESSMENT_LOOP (Reassessment or continuation loop)
Patterns triggered: "information gathered" -> INFORMATION_GATHERING; "competing explanations" -> COMPARISON; "information gathered" -> INFORMATION_GATHERING; "competing explanations" -> COMPARISON; "additional information" -> REASSESSMENT_LOOP; "information gathered" -> INFORMATION_GATHERING

ECR-000001-P001 representation_layer.natural_language_summary

gpt

Status: malformed
Raw text: None
Matched concepts: None
Patterns triggered: None

claude

Status: ok
Raw text: The procedure describes an iterative inquiry that begins when a situation cannot be explained by what is already known. The actor first generates multiple candidate explanations without committing to any. Information is then gathered with the specific aim of distinguishing between them. That information is evaluated against each candidate. If confidence in any single explanation is still insufficient, the actor may gather more information, generate new or revised explanations, or both, and repeat. The loop continues until one explanation is adequately supported or further inquiry is no longer warranted.
Matched concepts: HYPOTHESIS_GENERATION (Candidate explanation or option generation), INFORMATION_GATHERING (Information or evidence gathered), EVIDENCE_EVALUATION (Evidence or option evaluated), CONFIDENCE_THRESHOLD (Confidence or sufficiency threshold), COMMITMENT_DECISION (Decision or commitment)
Patterns triggered: "candidate explanation" -> HYPOTHESIS_GENERATION; "information gathered" -> INFORMATION_GATHERING; "evaluate" -> EVIDENCE_EVALUATION; "confidence is insufficient" -> CONFIDENCE_THRESHOLD; "commit" -> COMMITMENT_DECISION

gemini

Status: ok
Raw text: The procedure describes an investigative cycle that triggers when a situation is unresolved. The actor proposes multiple neutral explanations and gathers targeted information to evaluate which explanation fits best. If the evaluation does not produce sufficient confidence, the actor loops back to either gather more information or adjust the pool of explanations. This process repeats iteratively until an explanation is satisfactorily supported or continuing becomes unjustified.
Matched concepts: ENTRY_PROBLEM_IDENTIFICATION (Problem or question identified), EVIDENCE_EVALUATION (Evidence or option evaluated)
Patterns triggered: "unresolved situation" -> ENTRY_PROBLEM_IDENTIFICATION; "evaluate" -> EVIDENCE_EVALUATION

ECR-000001-P001 representation_layer.canonical_summary

gpt

Status: malformed
Raw text: None
Matched concepts: None
Patterns triggered: None

claude

Status: ok
Raw text: Iterative hypothetico-deductive inquiry loop: enter on unresolved situation, generate plural unsettled candidates, repeatedly gather discriminatory evidence and evaluate fit against all candidates, branch on insufficient confidence to regather or reformulate, exit on sufficient support for one explanation or unjustified continuation.
Matched concepts: ENTRY_PROBLEM_IDENTIFICATION (Problem or question identified), EVIDENCE_EVALUATION (Evidence or option evaluated), TERMINATION_OR_CLOSURE (Termination or closure condition)
Patterns triggered: "unresolved situation" -> ENTRY_PROBLEM_IDENTIFICATION; "evaluate" -> EVIDENCE_EVALUATION; "fit against evidence" -> EVIDENCE_EVALUATION; "evidence support" -> EVIDENCE_EVALUATION; "exit" -> TERMINATION_OR_CLOSURE

gemini

Status: ok
Raw text: INITIATE when unresolved situation requires explanation. FORMULATE explanation pool neutrally. GATHER differentiating data. EVALUATE fit. WHILE confidence is insufficient AND investigation is justified, DO: EITHER gather more data OR reformulate explanation pool, THEN re-evaluate. TERMINATE when target confidence is met OR justification expires.
Matched concepts: ENTRY_PROBLEM_IDENTIFICATION (Problem or question identified), EVIDENCE_EVALUATION (Evidence or option evaluated), CONFIDENCE_THRESHOLD (Confidence or sufficiency threshold), TERMINATION_OR_CLOSURE (Termination or closure condition)
Patterns triggered: "unresolved situation" -> ENTRY_PROBLEM_IDENTIFICATION; "evaluate" -> EVIDENCE_EVALUATION; "confidence is insufficient" -> CONFIDENCE_THRESHOLD; "terminate" -> TERMINATION_OR_CLOSURE

ECR-000001-P001 representation_layer.ambiguities

gpt

Status: malformed
Raw text: None
Matched concepts: None
Patterns triggered: None

claude

Status: ok
Raw text: The logical relationship between the two options is unspecified. || Exclusive or: actor chooses one || Inclusive or: actor may do both in one iteration || Sequenced: reformulation triggers new gathering in the same iteration || Basis for justification is unspecified. || Resource or cost constraint || Diminishing returns on evidence || External termination imposed by context || Logical impossibility of further discrimination || After reformulating the explanation set, the next step is not stated. || Return to gathering (implies candidates are updated, information gathering continues) || Return to full loop start (re-evaluate prior evidence against new candidates) || Both equally plausible || Whether 'best' implies an explicit ranking, scoring, or threshold comparison is not stated. || Ordinal ranking of all candidates || Binary pass/fail against a threshold || Comparative pairwise elimination
Matched concepts: COMMITMENT_DECISION (Decision or commitment), EVIDENCE_EVALUATION (Evidence or option evaluated), CONFIDENCE_THRESHOLD (Confidence or sufficiency threshold)
Patterns triggered: "choose" -> COMMITMENT_DECISION; "evaluate" -> EVIDENCE_EVALUATION; "threshold" -> CONFIDENCE_THRESHOLD; "threshold" -> CONFIDENCE_THRESHOLD

gemini

Status: ok
Raw text: The use of 'or' creates ambiguity on execution constraints. || The actor chooses exactly one of the two paths per loop execution. || The actor may perform both actions within the same loop cycle. || The text jumps from 'If confidence remains insufficient... the cycle continues until...' || The step of checking fit happens implicitly inside the cycle right after gathering/reformulating. || The cycle only consists of gathering/reformulating, and the checking step exists outside the loop, implying a jump back up to an earlier sequence step.
Matched concepts: COMMITMENT_DECISION (Decision or commitment), EXECUTION_CYCLE (Execution or action cycle), REASSESSMENT_LOOP (Reassessment or continuation loop)
Patterns triggered: "choose" -> COMMITMENT_DECISION; "action" -> EXECUTION_CYCLE; "cycle continues" -> REASSESSMENT_LOOP

ECR-000001-P001 product_relevance_layer.clarity_relevance_observations

gpt

Status: malformed
Raw text: None
Matched concepts: None
Patterns triggered: None

claude

Status: ok
Raw text: The procedure's emphasis on maintaining multiple unsettled candidates before committing mirrors best practice in structured analytical frameworks where premature closure is a documented failure mode. || Several possible explanations are put forward without treating any one of them as settled. || Relevance to any specific product is inferred; not supported by packet content. || The iterative gather-evaluate cycle with a confidence-based exit is well-suited to representation as a stateful workflow with explicit state tracking of candidate support levels. || The cycle continues until one explanation is supported strongly enough by what is known || Implementation inference only.
Matched concepts: TERMINATION_OR_CLOSURE (Termination or closure condition), COMMITMENT_DECISION (Decision or commitment), HYPOTHESIS_GENERATION (Candidate explanation or option generation), EVIDENCE_EVALUATION (Evidence or option evaluated), HIERARCHICAL_CLASSIFICATION (Hierarchical classification), REASSESSMENT_LOOP (Reassessment or continuation loop), EXECUTION_CYCLE (Execution or action cycle)
Patterns triggered: "closure" -> TERMINATION_OR_CLOSURE; "commit" -> COMMITMENT_DECISION; "possible explanation" -> HYPOTHESIS_GENERATION; "evaluate" -> EVIDENCE_EVALUATION; "exit" -> TERMINATION_OR_CLOSURE; "level" -> HIERARCHICAL_CLASSIFICATION; "cycle continues" -> REASSESSMENT_LOOP; "implement" -> EXECUTION_CYCLE

gemini

Status: ok
Raw text: The text maintains a high degree of operational abstraction, making it universally applicable to investigative domains. || A line of inquiry begins when a situation remains unresolved || Extrapolated from the deliberate omission of specific domain terms.
Matched concepts: EXECUTION_CYCLE (Execution or action cycle), ENTRY_PROBLEM_IDENTIFICATION (Problem or question identified)
Patterns triggered: "action" -> EXECUTION_CYCLE; "unresolved situation" -> ENTRY_PROBLEM_IDENTIFICATION

ECR-000001-P001 product_relevance_layer.edf_relevance_observations

gpt

Status: malformed
Raw text: None
Matched concepts: None
Patterns triggered: None

claude

Status: ok
Raw text: The procedure is a strong candidate for encoding as a reusable reasoning primitive in an evaluation or decision framework, given its well-defined loop structure and dual exit conditions. || The cycle continues until one explanation is supported strongly enough by what is known, or until further investigation is no longer justified. || Inferred; no explicit EDF reference in packet.
Matched concepts: TERMINATION_OR_CLOSURE (Termination or closure condition), REASSESSMENT_LOOP (Reassessment or continuation loop)
Patterns triggered: "exit" -> TERMINATION_OR_CLOSURE; "cycle continues" -> REASSESSMENT_LOOP; "no longer justified" -> TERMINATION_OR_CLOSURE

gemini

Status: ok
Raw text: Preserving the precise exit criteria pairs is critical for downstream logic mappings. || until one explanation is supported strongly enough by what is known, or until further investigation is no longer justified. || Collapsing these into a single 'Done' flag loses the semantic distinction between success and abandonment.
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), TERMINATION_OR_CLOSURE (Termination or closure condition)
Patterns triggered: "criteria" -> EVIDENCE_EVALUATION; "exit" -> TERMINATION_OR_CLOSURE; "no longer justified" -> TERMINATION_OR_CLOSURE

ECR-000001-P001 product_relevance_layer.research_only_observations

gpt

Status: malformed
Raw text: None
Matched concepts: None
Patterns triggered: None

claude

Status: ok
Raw text: The refinement note (v1.1) indicates the prior calibration run (P001) showed model tendency to collapse ambiguous procedural alternatives into a single reading — this packet is explicitly designed to test preservation of ambiguity under extraction. || P001 calibration showed models may collapse plausible procedural alternatives; v1.1 asks models to preserve ambiguity and mark evidence support level. || None — this is a meta-observation about the calibration study itself.
Matched concepts: HYPOTHESIS_GENERATION (Candidate explanation or option generation), EXECUTION_CYCLE (Execution or action cycle), EVIDENCE_EVALUATION (Evidence or option evaluated), HIERARCHICAL_CLASSIFICATION (Hierarchical classification)
Patterns triggered: "alternative" -> HYPOTHESIS_GENERATION; "action" -> EXECUTION_CYCLE; "alternative" -> HYPOTHESIS_GENERATION; "evidence support" -> EVIDENCE_EVALUATION; "level" -> HIERARCHICAL_CLASSIFICATION

gemini

Status: ok
Raw text: This procedural profile serves as a textbook baseline for testing an agent's capability to handle multi-path looping structures without forcing normalization. || The cycle continues until... || Relies entirely on the evaluation meta-context of ECR-000001.
Matched concepts: REASSESSMENT_LOOP (Reassessment or continuation loop)
Patterns triggered: "cycle continues" -> REASSESSMENT_LOOP

ECR-000001-P002 structural_layer.entry_conditions

gpt

Status: ok
Raw text: A new work cycle is ready to begin. || Define a near-term working target. || The existence of a work cycle is implied rather than explicitly stated.
Matched concepts: None
Patterns triggered: None

claude

Status: ok
Raw text: A near-term working target must be defined before the cycle begins || Define a near-term working target. || The scope or granularity of 'near-term' is unspecified; could range from hours to weeks || Available work must exist and be prioritized prior to commitment || Prioritize available work. || Whether prioritization is a precondition to the cycle or the first step within it is ambiguous
Matched concepts: COMMITMENT_DECISION (Decision or commitment)
Patterns triggered: "commit" -> COMMITMENT_DECISION

gemini

Status: ok
Raw text: Availability of work items to prioritize. || Prioritize available work. || It is ambiguous whether a pool of work must already exist or if defining the near-term working target creates it.
Matched concepts: None
Patterns triggered: None

ECR-000001-P002 structural_layer.exit_conditions

gpt

Status: ok
Raw text: The current work cycle has been reflected upon and the next cycle has been reassessed. || Reflect on the cycle outcome and reassess the next cycle. || It is unclear whether reassessment immediately initiates another cycle or simply concludes the current one.
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), REASSESSMENT_LOOP (Reassessment or continuation loop), TERMINATION_OR_CLOSURE (Termination or closure condition)
Patterns triggered: "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP; "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP; "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP; "conclude" -> TERMINATION_OR_CLOSURE

claude

Status: ok
Raw text: The cycle produces an immediately usable result || Carry out the work to produce an immediately usable result. || 'Immediately usable' is undefined; could mean shippable, demonstrable, or merely functional || Reflection on the cycle outcome is completed || Reflect on the cycle outcome and reassess the next cycle. || Whether reflection is an exit condition or a transition step into the next cycle is unclear
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), REASSESSMENT_LOOP (Reassessment or continuation loop), TERMINATION_OR_CLOSURE (Termination or closure condition)
Patterns triggered: "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP; "exit" -> TERMINATION_OR_CLOSURE

gemini

Status: ok
Raw text: Production of an immediately usable result and completion of reflection. || Carry out the work to produce an immediately usable result. Reflect on the cycle outcome and reassess the next cycle. || Ambiguous whether 'reassess the next cycle' marks the exit condition of the current cycle or the entry condition of the next.
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), REASSESSMENT_LOOP (Reassessment or continuation loop), TERMINATION_OR_CLOSURE (Termination or closure condition)
Patterns triggered: "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP; "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP; "exit" -> TERMINATION_OR_CLOSURE

ECR-000001-P002 structural_layer.required_steps

gpt

Status: ok
Raw text: Define a near-term working target. || Prioritize available work. || The prioritization method is unspecified. || Commit to what will be taken into the current work cycle. || Commitment may refer to selecting work items, making an explicit commitment, or both. || Carry out the work to produce an immediately usable result. || The nature of the result is unspecified. || Reflect on the cycle outcome and reassess the next cycle. || Reflection and reassessment may be sequential or combined.
Matched concepts: COMMITMENT_DECISION (Decision or commitment), EVIDENCE_EVALUATION (Evidence or option evaluated), REASSESSMENT_LOOP (Reassessment or continuation loop)
Patterns triggered: "commit" -> COMMITMENT_DECISION; "commit" -> COMMITMENT_DECISION; "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP; "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP

claude

Status: ok
Raw text: Define a near-term working target || Define a near-term working target. || Prioritize available work || Prioritize available work. || Prioritization method or criteria are not specified || Commit to work to be taken into the current cycle || Commit to what will be taken into the current work cycle. || Whether 'commit' implies a formal agreement or informal selection is unspecified || Execute the work to produce an immediately usable result || Carry out the work to produce an immediately usable result. || The nature of the work and the definition of 'usable' are unspecified || Reflect on the cycle outcome and reassess the next cycle || Reflect on the cycle outcome and reassess the next cycle. || Whether 'reassess' feeds back into target definition or prioritization is ambiguous
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), COMMITMENT_DECISION (Decision or commitment), EXECUTION_CYCLE (Execution or action cycle), REASSESSMENT_LOOP (Reassessment or continuation loop)
Patterns triggered: "criteria" -> EVIDENCE_EVALUATION; "commit" -> COMMITMENT_DECISION; "commit" -> COMMITMENT_DECISION; "commit" -> COMMITMENT_DECISION; "execute" -> EXECUTION_CYCLE; "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP; "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP; "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP

gemini

Status: ok
Raw text: Define a near-term working target. || Prioritize available work. || Commit to what will be taken into the current work cycle. || Carry out the work to produce an immediately usable result. || Reflect on the cycle outcome and reassess the next cycle.
Matched concepts: COMMITMENT_DECISION (Decision or commitment), EVIDENCE_EVALUATION (Evidence or option evaluated), REASSESSMENT_LOOP (Reassessment or continuation loop)
Patterns triggered: "commit" -> COMMITMENT_DECISION; "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP

ECR-000001-P002 structural_layer.optional_steps

gpt

Status: ok
Raw text: None
Matched concepts: None
Patterns triggered: None

claude

Status: ok
Raw text: None
Matched concepts: None
Patterns triggered: None

gemini

Status: ok
Raw text: None
Matched concepts: None
Patterns triggered: None

ECR-000001-P002 structural_layer.loops

gpt

Status: ok
Raw text: Repeat the cycle after reassessing the next cycle. || Reflect on the cycle outcome and reassess the next cycle. || The text implies iteration but does not explicitly state repetition.
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), REASSESSMENT_LOOP (Reassessment or continuation loop)
Patterns triggered: "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP; "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP

claude

Status: ok
Raw text: The full five-step sequence repeats; each cycle ends with reassessment that initiates the next cycle || Reflect on the cycle outcome and reassess the next cycle. || The packet does not explicitly state the loop repeats indefinitely; it could describe a single cycle
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), REASSESSMENT_LOOP (Reassessment or continuation loop)
Patterns triggered: "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP; "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP

gemini

Status: ok
Raw text: The cycle repeats sequentially as indicated by 'reassess the next cycle'. || Reflect on the cycle outcome and reassess the next cycle. || The text implies a loop across cycles, but it is ambiguous whether the loop returns to step 1 (Define target) or step 2 (Prioritize available work) for the next iteration.
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), REASSESSMENT_LOOP (Reassessment or continuation loop)
Patterns triggered: "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP; "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP

ECR-000001-P002 structural_layer.branches

gpt

Status: ok
Raw text: The packet does not specify decision branches beyond selecting work for the current cycle. || Prioritize available work. Commit to what will be taken into the current work cycle. || Selection may involve alternative prioritization outcomes, but no branching logic is defined.
Matched concepts: COMMITMENT_DECISION (Decision or commitment), HYPOTHESIS_GENERATION (Candidate explanation or option generation)
Patterns triggered: "commit" -> COMMITMENT_DECISION; "alternative" -> HYPOTHESIS_GENERATION

claude

Status: ok
Raw text: Reassessment may alter the target or priority ordering for the next cycle || Reflect on the cycle outcome and reassess the next cycle. || The packet does not specify what outcomes of reassessment are possible or how they affect subsequent steps
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), REASSESSMENT_LOOP (Reassessment or continuation loop)
Patterns triggered: "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP; "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP; "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP

gemini

Status: ok
Raw text: None
Matched concepts: None
Patterns triggered: None

ECR-000001-P002 structural_layer.termination_conditions

gpt

Status: ok
Raw text: End after completing reflection and reassessment for the current cycle. || Reflect on the cycle outcome and reassess the next cycle. || The process may instead continue indefinitely through repeated cycles.
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), REASSESSMENT_LOOP (Reassessment or continuation loop)
Patterns triggered: "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP; "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP

claude

Status: ok
Raw text: No explicit termination condition is stated; the loop could be indefinite or externally terminated || The packet describes a repeating cycle with no stated end; termination may be implicit in context not provided
Matched concepts: TERMINATION_OR_CLOSURE (Termination or closure condition)
Patterns triggered: "terminate" -> TERMINATION_OR_CLOSURE

gemini

Status: ok
Raw text: None
Matched concepts: None
Patterns triggered: None

ECR-000001-P002 constraint_layer.invariants

gpt

Status: ok
Raw text: Work performed within the cycle is committed before execution. || Commit to what will be taken into the current work cycle. Carry out the work… || The form of commitment is unspecified. || Execution aims to produce an immediately usable result. || Carry out the work to produce an immediately usable result.
Matched concepts: COMMITMENT_DECISION (Decision or commitment)
Patterns triggered: "commit" -> COMMITMENT_DECISION; "commit" -> COMMITMENT_DECISION; "commit" -> COMMITMENT_DECISION

claude

Status: ok
Raw text: Each cycle must produce an immediately usable result || Carry out the work to produce an immediately usable result. || 'Immediately usable' is not defined; its invariance across all cycles is inferred || Work committed must come from the prioritized pool of available work || Prioritize available work. Commit to what will be taken into the current work cycle. || Whether ad-hoc additions to the committed set are prohibited is not stated
Matched concepts: COMMITMENT_DECISION (Decision or commitment)
Patterns triggered: "commit" -> COMMITMENT_DECISION; "commit" -> COMMITMENT_DECISION; "commit" -> COMMITMENT_DECISION

gemini

Status: ok
Raw text: The work must target an immediately usable result. || Carry out the work to produce an immediately usable result.
Matched concepts: None
Patterns triggered: None

ECR-000001-P002 constraint_layer.preconditions

gpt

Status: ok
Raw text: Available work exists to prioritize. || Prioritize available work. || The existence of available work is implied.
Matched concepts: None
Patterns triggered: None

claude

Status: ok
Raw text: Available work must exist before prioritization can occur || Prioritize available work. || The source or composition of available work is not described
Matched concepts: None
Patterns triggered: None

gemini

Status: ok
Raw text: Work must be available prior to prioritization. || Prioritize available work.
Matched concepts: None
Patterns triggered: None

ECR-000001-P002 constraint_layer.postconditions

gpt

Status: ok
Raw text: An immediately usable result has been produced. || Carry out the work to produce an immediately usable result. || The outcome has been reflected upon and the next cycle reassessed. || Reflect on the cycle outcome and reassess the next cycle.
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), REASSESSMENT_LOOP (Reassessment or continuation loop)
Patterns triggered: "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP; "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP

claude

Status: ok
Raw text: An immediately usable result exists at cycle end || Carry out the work to produce an immediately usable result. || What constitutes 'usable' is undefined || The next cycle has been reassessed before the current cycle closes || Reflect on the cycle outcome and reassess the next cycle. || The depth or formality of reassessment is unspecified
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), REASSESSMENT_LOOP (Reassessment or continuation loop)
Patterns triggered: "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP; "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP; "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP

gemini

Status: ok
Raw text: An immediately usable result is produced. || Carry out the work to produce an immediately usable result.
Matched concepts: None
Patterns triggered: None

ECR-000001-P002 constraint_layer.stopping_criteria

gpt

Status: ok
Raw text: Completion of the current cycle after reflection and reassessment. || Reflect on the cycle outcome and reassess the next cycle. || The procedure may instead continue into another iteration.
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), REASSESSMENT_LOOP (Reassessment or continuation loop)
Patterns triggered: "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP; "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP

claude

Status: ok
Raw text: No explicit stopping criterion present in the packet || Termination may be externally imposed or implied by context outside this packet
Matched concepts: TERMINATION_OR_CLOSURE (Termination or closure condition)
Patterns triggered: "stop" -> TERMINATION_OR_CLOSURE

gemini

Status: ok
Raw text: Completion of execution and completion of reflection/reassessment. || Reflect on the cycle outcome and reassess the next cycle.
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), REASSESSMENT_LOOP (Reassessment or continuation loop)
Patterns triggered: "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP; "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP

ECR-000001-P002 constraint_layer.validity_conditions

gpt

Status: ok
Raw text: The committed work is executed within the current work cycle. || Commit to what will be taken into the current work cycle. Carry out the work… || The execution yields an immediately usable result. || Carry out the work to produce an immediately usable result.
Matched concepts: COMMITMENT_DECISION (Decision or commitment), EXECUTION_CYCLE (Execution or action cycle)
Patterns triggered: "commit" -> COMMITMENT_DECISION; "execute" -> EXECUTION_CYCLE; "commit" -> COMMITMENT_DECISION

claude

Status: ok
Raw text: A cycle is valid only if it produces an immediately usable result || Carry out the work to produce an immediately usable result. || Whether a cycle with a partial result is considered valid is not addressed
Matched concepts: None
Patterns triggered: None

gemini

Status: ok
Raw text: None
Matched concepts: None
Patterns triggered: None

ECR-000001-P002 representation_layer.natural_language_summary

gpt

Status: ok
Raw text: The procedure defines a near-term target, prioritizes available work, commits a subset for the current work cycle, performs that work to obtain an immediately usable result, then reflects on the outcome and reassesses the next cycle.
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), REASSESSMENT_LOOP (Reassessment or continuation loop), COMMITMENT_DECISION (Decision or commitment)
Patterns triggered: "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP; "commit" -> COMMITMENT_DECISION

claude

Status: ok
Raw text: A repeating work cycle in which a near-term target is first defined, available work is prioritized, a subset of that work is committed to the current cycle, the work is executed until an immediately usable result is produced, and the cycle closes with reflection on the outcome and reassessment of the next cycle. The reassessment step feeds back into the start of the next cycle, creating an iterative loop of indefinite length.
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), REASSESSMENT_LOOP (Reassessment or continuation loop), COMMITMENT_DECISION (Decision or commitment), EXECUTION_CYCLE (Execution or action cycle)
Patterns triggered: "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP; "commit" -> COMMITMENT_DECISION; "execute" -> EXECUTION_CYCLE

gemini

Status: ok
Raw text: The procedure details a cyclical workflow consisting of five discrete chronological steps: establishing a near-term objective, prioritizing current work options, committing specific items to the cycle, executing the tasks to achieve a usable output, and concluding with a retrospective assessment to prepare for the subsequent cycle.
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), COMMITMENT_DECISION (Decision or commitment)
Patterns triggered: "assess" -> EVIDENCE_EVALUATION; "commit" -> COMMITMENT_DECISION

ECR-000001-P002 representation_layer.canonical_summary

gpt

Status: ok
Raw text: Define → Prioritize → Commit → Execute → Reflect/Reassess → Possible repeat.
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), REASSESSMENT_LOOP (Reassessment or continuation loop), COMMITMENT_DECISION (Decision or commitment), EXECUTION_CYCLE (Execution or action cycle)
Patterns triggered: "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP; "commit" -> COMMITMENT_DECISION; "execute" -> EXECUTION_CYCLE

claude

Status: ok
Raw text: DEFINE target → PRIORITIZE work → COMMIT scope → EXECUTE to usable result → REFLECT and REASSESS → repeat
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), REASSESSMENT_LOOP (Reassessment or continuation loop), COMMITMENT_DECISION (Decision or commitment), EXECUTION_CYCLE (Execution or action cycle)
Patterns triggered: "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP; "commit" -> COMMITMENT_DECISION; "execute" -> EXECUTION_CYCLE

gemini

Status: ok
Raw text: 1. Define target. 2. Prioritize work. 3. Commit to cycle. 4. Execute work. 5. Reflect and reassess.
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), REASSESSMENT_LOOP (Reassessment or continuation loop), COMMITMENT_DECISION (Decision or commitment), EXECUTION_CYCLE (Execution or action cycle)
Patterns triggered: "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP; "commit" -> COMMITMENT_DECISION; "execute" -> EXECUTION_CYCLE

ECR-000001-P002 representation_layer.ambiguities

gpt

Status: ok
Raw text: Whether reassessment automatically begins another cycle is not explicitly stated. || The procedure repeats indefinitely. || The packet describes only one cycle and stops after reassessment. || The nature of commitment is unspecified. || Selection of work items. || Formal commitment to execute selected work. || Both selection and explicit commitment. || Relationship between reflection and reassessment is unspecified. || Reflection followed by reassessment. || A combined reflective reassessment activity.
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), REASSESSMENT_LOOP (Reassessment or continuation loop), TERMINATION_OR_CLOSURE (Termination or closure condition), COMMITMENT_DECISION (Decision or commitment), EXECUTION_CYCLE (Execution or action cycle)
Patterns triggered: "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP; "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP; "stop" -> TERMINATION_OR_CLOSURE; "commit" -> COMMITMENT_DECISION; "commit" -> COMMITMENT_DECISION; "selected" -> COMMITMENT_DECISION; "execute" -> EXECUTION_CYCLE; "commit" -> COMMITMENT_DECISION; "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP; "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP; "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP

claude

Status: ok
Raw text: Whether 'Define a near-term working target' and 'Prioritize available work' are strictly sequential or partially concurrent is not specified || Target definition scopes and precedes prioritization || Prioritization and target definition are co-determined in a single planning activity || The packet contains no explicit termination condition for the outer loop || The cycle repeats indefinitely until externally stopped || The cycle has an implied termination tied to a larger goal not described in this packet || 'Reflect on the cycle outcome' and 'reassess the next cycle' may be one activity or two distinct activities || A single retrospective activity combining outcome review and next-cycle planning || Two separate activities: a backward-looking retrospective and a forward-looking planning update || Whether reflection and reassessment are the final step of the current cycle or the first step of the next is ambiguous || Reflect/reassess closes the current cycle || Reflect/reassess opens the next cycle
Matched concepts: TERMINATION_OR_CLOSURE (Termination or closure condition), EVIDENCE_EVALUATION (Evidence or option evaluated), REASSESSMENT_LOOP (Reassessment or continuation loop)
Patterns triggered: "stop" -> TERMINATION_OR_CLOSURE; "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP; "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP; "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP; "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP

gemini

Status: ok
Raw text: Unclear exactly where the loop point lands for the subsequent cycle. || Loop returns to Step 1 to redefine a new near-term working target. || Loop returns to Step 2 assuming the overarching target remains stable and only work items change. || The exact scope and definition of 'immediately usable' is left abstract. || Production-ready deployment. || Internal functional prototype ready for evaluation.
Matched concepts: None
Patterns triggered: None

ECR-000001-P002 product_relevance_layer.clarity_relevance_observations

gpt

Status: ok
Raw text: The ordered sequence is explicit and supports procedural extraction. || Entire procedural content. || Iteration remains implicit.
Matched concepts: EXECUTION_CYCLE (Execution or action cycle)
Patterns triggered: "action" -> EXECUTION_CYCLE

claude

Status: ok
Raw text: The procedure is compact and communicable; each step maps to a single clear imperative, which supports clarity in tooling that must surface or guide iterative work || Define a near-term working target. Prioritize available work. Commit to what will be taken into the current work cycle. Carry out the work to produce an immediately usable result. Reflect on the cycle outcome and reassess the next cycle. || Relevance to a specific 'Clarity' product is not inferable from the packet alone
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), REASSESSMENT_LOOP (Reassessment or continuation loop), COMMITMENT_DECISION (Decision or commitment)
Patterns triggered: "assess" -> EVIDENCE_EVALUATION; "reassess" -> REASSESSMENT_LOOP; "commit" -> COMMITMENT_DECISION

gemini

Status: ok
Raw text: None
Matched concepts: None
Patterns triggered: None

ECR-000001-P002 product_relevance_layer.edf_relevance_observations

gpt

Status: ok
Raw text: None
Matched concepts: None
Patterns triggered: None

claude

Status: ok
Raw text: The commitment step introduces a formal scope gate between prioritization and execution, which is structurally relevant to any execution-decision framework that models staged commitment || Commit to what will be taken into the current work cycle. || EDF interpretation is speculative without additional product context
Matched concepts: COMMITMENT_DECISION (Decision or commitment)
Patterns triggered: "commit" -> COMMITMENT_DECISION; "commit" -> COMMITMENT_DECISION

gemini

Status: ok
Raw text: None
Matched concepts: None
Patterns triggered: None

ECR-000001-P002 product_relevance_layer.research_only_observations

gpt

Status: ok
Raw text: The packet explicitly instructs preservation of ambiguity and evidence support levels during extraction. || Prefer reporting multiple plausible interpretations… Record uncertainty explicitly.
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), EXECUTION_CYCLE (Execution or action cycle), HIERARCHICAL_CLASSIFICATION (Hierarchical classification)
Patterns triggered: "evidence support" -> EVIDENCE_EVALUATION; "action" -> EXECUTION_CYCLE; "level" -> HIERARCHICAL_CLASSIFICATION

claude

Status: ok
Raw text: The procedure's five-step form with embedded loop is a minimal iterative cycle; its compactness makes it a useful calibration artifact for procedural extraction studies testing loop detection and primitive sequencing || Research relevance is assessed from the study context, not the packet content
Matched concepts: EXECUTION_CYCLE (Execution or action cycle), EVIDENCE_EVALUATION (Evidence or option evaluated)
Patterns triggered: "action" -> EXECUTION_CYCLE; "assess" -> EVIDENCE_EVALUATION

gemini

Status: ok
Raw text: None
Matched concepts: None
Patterns triggered: None

ECR-000001-P003 structural_layer.entry_conditions

gpt

Status: ok
Raw text: A set of kinds of work or performance is available for consideration. || Arrange kinds of work by level of cognitive challenge. || The source does not explicitly state the input form or completeness of the set.
Matched concepts: HIERARCHICAL_CLASSIFICATION (Hierarchical classification)
Patterns triggered: "level" -> HIERARCHICAL_CLASSIFICATION

claude

Status: ok
Raw text: A set of tasks, objectives, or performance items exists and requires ordering or evaluation by cognitive demand. || Arrange kinds of work by level of cognitive challenge. || The nature of the input items is unspecified. Could be learning objectives, assessment items, job tasks, rubric criteria, or other performative units.
Matched concepts: HIERARCHICAL_CLASSIFICATION (Hierarchical classification), EVIDENCE_EVALUATION (Evidence or option evaluated)
Patterns triggered: "level" -> HIERARCHICAL_CLASSIFICATION; "assess" -> EVIDENCE_EVALUATION; "criteria" -> EVIDENCE_EVALUATION

gemini

Status: ok
Raw text: Presence of diverse kinds of work requiring classification || Arrange kinds of work by level of cognitive challenge. || It is ambiguous whether the work items must pre-exist or if they are evaluated dynamically.
Matched concepts: HIERARCHICAL_CLASSIFICATION (Hierarchical classification), EVIDENCE_EVALUATION (Evidence or option evaluated)
Patterns triggered: "classification" -> HIERARCHICAL_CLASSIFICATION; "level" -> HIERARCHICAL_CLASSIFICATION; "evaluate" -> EVIDENCE_EVALUATION

ECR-000001-P003 structural_layer.exit_conditions

gpt

Status: ok
Raw text: Distinctions among levels of cognitive challenge have been established and are available for selecting or evaluating an intended challenge level. || Use those distinctions when choosing or evaluating the intended level of challenge. || It is not explicit whether both choosing and evaluating must occur or whether either is sufficient.
Matched concepts: HIERARCHICAL_CLASSIFICATION (Hierarchical classification)
Patterns triggered: "level" -> HIERARCHICAL_CLASSIFICATION; "level" -> HIERARCHICAL_CLASSIFICATION

claude

Status: ok
Raw text: Items are arranged or labeled according to their assigned cognitive level. || Arrange kinds of work by level of cognitive challenge. Use those distinctions when choosing or evaluating the intended level of challenge. || Whether the output is a ranked ordering, a categorized grouping, or an annotated list is not specified.
Matched concepts: COORDINATION (Coordination or alignment), HIERARCHICAL_CLASSIFICATION (Hierarchical classification)
Patterns triggered: "assign" -> COORDINATION; "level" -> HIERARCHICAL_CLASSIFICATION; "level" -> HIERARCHICAL_CLASSIFICATION

gemini

Status: ok
Raw text: An intended level of challenge has been selected or evaluated using cognitive distinctions. || Use those distinctions when choosing or evaluating the intended level of challenge. || The text implies a conclusion after choice/evaluation, but explicit end states are not defined.
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), COMMITMENT_DECISION (Decision or commitment), HIERARCHICAL_CLASSIFICATION (Hierarchical classification)
Patterns triggered: "evaluate" -> EVIDENCE_EVALUATION; "selected" -> COMMITMENT_DECISION; "level" -> HIERARCHICAL_CLASSIFICATION; "level" -> HIERARCHICAL_CLASSIFICATION

ECR-000001-P003 structural_layer.required_steps

gpt

Status: ok
Raw text: Arrange kinds of work by level of cognitive challenge. || Differentiate simpler forms of performance from more demanding ones. || This may be a distinct step or a decomposition of the arranging activity. || Use the resulting distinctions when choosing or evaluating the intended level of challenge. || Use those distinctions when choosing or evaluating the intended level of challenge. || The procedure may require choosing, evaluating, or both depending on context.
Matched concepts: HIERARCHICAL_CLASSIFICATION (Hierarchical classification), COMPARISON (Alternatives compared or distinguished)
Patterns triggered: "level" -> HIERARCHICAL_CLASSIFICATION; "differentiate" -> COMPARISON; "level" -> HIERARCHICAL_CLASSIFICATION; "level" -> HIERARCHICAL_CLASSIFICATION

claude

Status: ok
Raw text: Establish or apply a taxonomy of cognitive levels that distinguishes simpler from more demanding performance. || Differentiate simpler forms of performance from more demanding ones. || Whether the taxonomy is pre-defined (imported) or constructed during the procedure is not stated. || Assign each item or kind of work to a cognitive level within the taxonomy. || Arrange kinds of work by level of cognitive challenge. || Assignment could be strict (one level per item) or fuzzy (ranges or overlapping levels). || Apply the level distinctions to select or evaluate items for an intended challenge target. || Use those distinctions when choosing or evaluating the intended level of challenge. || Whether this is a selection step (choosing new items) or an evaluation step (auditing existing items) or both is ambiguous.
Matched concepts: HIERARCHICAL_CLASSIFICATION (Hierarchical classification), COMPARISON (Alternatives compared or distinguished), COORDINATION (Coordination or alignment), EVIDENCE_EVALUATION (Evidence or option evaluated)
Patterns triggered: "level" -> HIERARCHICAL_CLASSIFICATION; "taxonomy" -> HIERARCHICAL_CLASSIFICATION; "differentiate" -> COMPARISON; "taxonomy" -> HIERARCHICAL_CLASSIFICATION; "assign" -> COORDINATION; "level" -> HIERARCHICAL_CLASSIFICATION; "taxonomy" -> HIERARCHICAL_CLASSIFICATION; "level" -> HIERARCHICAL_CLASSIFICATION; "assign" -> COORDINATION; "level" -> HIERARCHICAL_CLASSIFICATION; "evaluate" -> EVIDENCE_EVALUATION; "level" -> HIERARCHICAL_CLASSIFICATION; "level" -> HIERARCHICAL_CLASSIFICATION

gemini

Status: ok
Raw text: Arrange kinds of work by level of cognitive challenge. || Does 'arrange' mean organizing an existing static list, or establishing a framework/scale for future arrangement? || Differentiate simpler forms of performance from more demanding ones. || It is unclear if this step is a mechanism for the arrangement in step 1, or a separate parallel action. || Use those distinctions when choosing or evaluating the intended level of challenge. || 'Choosing' and 'evaluating' are presented as two options, creating an execution branch.
Matched concepts: HIERARCHICAL_CLASSIFICATION (Hierarchical classification), COMPARISON (Alternatives compared or distinguished), EXECUTION_CYCLE (Execution or action cycle)
Patterns triggered: "level" -> HIERARCHICAL_CLASSIFICATION; "differentiate" -> COMPARISON; "action" -> EXECUTION_CYCLE; "level" -> HIERARCHICAL_CLASSIFICATION

ECR-000001-P003 structural_layer.optional_steps

gpt

Status: ok
Raw text: None
Matched concepts: None
Patterns triggered: None

claude

Status: ok
Raw text: Revise or re-classify items whose assigned level is disputed or borderline. || Differentiate simpler forms of performance from more demanding ones. || Revision is a plausible procedural step but is not mentioned.
Matched concepts: COORDINATION (Coordination or alignment), HIERARCHICAL_CLASSIFICATION (Hierarchical classification), COMPARISON (Alternatives compared or distinguished)
Patterns triggered: "assign" -> COORDINATION; "level" -> HIERARCHICAL_CLASSIFICATION; "differentiate" -> COMPARISON

gemini

Status: ok
Raw text: None
Matched concepts: None
Patterns triggered: None

ECR-000001-P003 structural_layer.loops

gpt

Status: ok
Raw text: None
Matched concepts: None
Patterns triggered: None

claude

Status: ok
Raw text: Iterative re-evaluation of items may occur if initial classification is contested or if the intended challenge target changes. || Use those distinctions when choosing or evaluating the intended level of challenge. || No explicit loop is described; iteration is inferred from evaluation language.
Matched concepts: HIERARCHICAL_CLASSIFICATION (Hierarchical classification)
Patterns triggered: "classification" -> HIERARCHICAL_CLASSIFICATION; "level" -> HIERARCHICAL_CLASSIFICATION

gemini

Status: ok
Raw text: None
Matched concepts: None
Patterns triggered: None

ECR-000001-P003 structural_layer.branches

gpt

Status: ok
Raw text: Apply the distinctions for choosing an intended level of challenge or for evaluating an intended level of challenge. || Use those distinctions when choosing or evaluating the intended level of challenge. || The conjunction 'or' permits multiple plausible control flows: either activity alone or both in sequence.
Matched concepts: HIERARCHICAL_CLASSIFICATION (Hierarchical classification)
Patterns triggered: "level" -> HIERARCHICAL_CLASSIFICATION; "level" -> HIERARCHICAL_CLASSIFICATION

claude

Status: ok
Raw text: Branch A: Use taxonomy to choose new items targeting a desired cognitive level. Branch B: Use taxonomy to audit existing items against a desired cognitive level. || Use those distinctions when choosing or evaluating the intended level of challenge. || 'Choosing' and 'evaluating' may be alternative uses or sequential steps. The packet does not resolve this.
Matched concepts: COMMITMENT_DECISION (Decision or commitment), HIERARCHICAL_CLASSIFICATION (Hierarchical classification), HYPOTHESIS_GENERATION (Candidate explanation or option generation)
Patterns triggered: "choose" -> COMMITMENT_DECISION; "level" -> HIERARCHICAL_CLASSIFICATION; "taxonomy" -> HIERARCHICAL_CLASSIFICATION; "level" -> HIERARCHICAL_CLASSIFICATION; "alternative" -> HYPOTHESIS_GENERATION

gemini

Status: ok
Raw text: Choose the intended level of challenge OR evaluate the intended level of challenge. || choosing or evaluating the intended level of challenge. || The text does not clarify whether choosing and evaluating are mutually exclusive branches, sequential steps, or situational alternatives.
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), COMMITMENT_DECISION (Decision or commitment), HIERARCHICAL_CLASSIFICATION (Hierarchical classification), HYPOTHESIS_GENERATION (Candidate explanation or option generation)
Patterns triggered: "evaluate" -> EVIDENCE_EVALUATION; "choose" -> COMMITMENT_DECISION; "level" -> HIERARCHICAL_CLASSIFICATION; "level" -> HIERARCHICAL_CLASSIFICATION; "alternative" -> HYPOTHESIS_GENERATION

ECR-000001-P003 structural_layer.termination_conditions

gpt

Status: ok
Raw text: The distinctions have been applied to the intended level-of-challenge decision or assessment. || Use those distinctions when choosing or evaluating the intended level of challenge. || The stopping point is implied rather than explicitly stated.
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), HIERARCHICAL_CLASSIFICATION (Hierarchical classification), TERMINATION_OR_CLOSURE (Termination or closure condition)
Patterns triggered: "assess" -> EVIDENCE_EVALUATION; "level" -> HIERARCHICAL_CLASSIFICATION; "level" -> HIERARCHICAL_CLASSIFICATION; "stop" -> TERMINATION_OR_CLOSURE

claude

Status: ok
Raw text: All items have been assigned a cognitive level and the intended challenge target has been chosen or evaluated. || Use those distinctions when choosing or evaluating the intended level of challenge. || No explicit termination signal is given.
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), COORDINATION (Coordination or alignment), HIERARCHICAL_CLASSIFICATION (Hierarchical classification)
Patterns triggered: "evaluate" -> EVIDENCE_EVALUATION; "assign" -> COORDINATION; "level" -> HIERARCHICAL_CLASSIFICATION; "level" -> HIERARCHICAL_CLASSIFICATION

gemini

Status: ok
Raw text: None
Matched concepts: None
Patterns triggered: None

ECR-000001-P003 constraint_layer.invariants

gpt

Status: ok
Raw text: Distinctions are based on level of cognitive challenge and on simpler versus more demanding performance. || Arrange kinds of work by level of cognitive challenge. Differentiate simpler forms of performance from more demanding ones.
Matched concepts: HIERARCHICAL_CLASSIFICATION (Hierarchical classification), COMPARISON (Alternatives compared or distinguished)
Patterns triggered: "level" -> HIERARCHICAL_CLASSIFICATION; "differentiate" -> COMPARISON; "level" -> HIERARCHICAL_CLASSIFICATION

claude

Status: ok
Raw text: The taxonomy must distinguish at least two levels: simpler and more demanding. || Differentiate simpler forms of performance from more demanding ones. || The number of levels above two is unconstrained by the packet. || Level distinctions must be consistent across classification and selection/evaluation steps. || Use those distinctions when choosing or evaluating the intended level of challenge. || Consistency is implied by 'those distinctions' referring back to the same differentiation.
Matched concepts: HIERARCHICAL_CLASSIFICATION (Hierarchical classification), COMPARISON (Alternatives compared or distinguished)
Patterns triggered: "level" -> HIERARCHICAL_CLASSIFICATION; "taxonomy" -> HIERARCHICAL_CLASSIFICATION; "differentiate" -> COMPARISON; "level" -> HIERARCHICAL_CLASSIFICATION; "level" -> HIERARCHICAL_CLASSIFICATION; "classification" -> HIERARCHICAL_CLASSIFICATION; "level" -> HIERARCHICAL_CLASSIFICATION

gemini

Status: ok
Raw text: None
Matched concepts: None
Patterns triggered: None

ECR-000001-P003 constraint_layer.preconditions

gpt

Status: ok
Raw text: Kinds of work are available for comparison. || Arrange kinds of work… || The source does not explicitly state acquisition of the work types.
Matched concepts: None
Patterns triggered: None

claude

Status: ok
Raw text: A set of items representing 'kinds of work' must exist prior to arrangement. || Arrange kinds of work by level of cognitive challenge. || What constitutes a 'kind of work' is not defined.
Matched concepts: HIERARCHICAL_CLASSIFICATION (Hierarchical classification)
Patterns triggered: "level" -> HIERARCHICAL_CLASSIFICATION

gemini

Status: ok
Raw text: Distinct kinds of work and forms of performance must exist to be evaluated. || Arrange kinds of work by level of cognitive challenge. Differentiate simpler forms of performance from more demanding ones.
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), COMPARISON (Alternatives compared or distinguished), HIERARCHICAL_CLASSIFICATION (Hierarchical classification)
Patterns triggered: "evaluate" -> EVIDENCE_EVALUATION; "differentiate" -> COMPARISON; "level" -> HIERARCHICAL_CLASSIFICATION

ECR-000001-P003 constraint_layer.postconditions

gpt

Status: ok
Raw text: Distinctions are available for use in choosing or evaluating challenge level. || Use those distinctions when choosing or evaluating the intended level of challenge.
Matched concepts: HIERARCHICAL_CLASSIFICATION (Hierarchical classification)
Patterns triggered: "level" -> HIERARCHICAL_CLASSIFICATION; "level" -> HIERARCHICAL_CLASSIFICATION

claude

Status: ok
Raw text: Items are arranged by cognitive level. || Arrange kinds of work by level of cognitive challenge. || Whether arrangement produces a strict ordering or a grouped categorization is unspecified. || A challenge target has been chosen or an existing set has been evaluated against one. || Use those distinctions when choosing or evaluating the intended level of challenge. || Both choosing and evaluating may be postconditions, or only one applies depending on branch taken.
Matched concepts: HIERARCHICAL_CLASSIFICATION (Hierarchical classification), EVIDENCE_EVALUATION (Evidence or option evaluated)
Patterns triggered: "level" -> HIERARCHICAL_CLASSIFICATION; "level" -> HIERARCHICAL_CLASSIFICATION; "evaluate" -> EVIDENCE_EVALUATION; "level" -> HIERARCHICAL_CLASSIFICATION

gemini

Status: ok
Raw text: The intended level of challenge is either chosen or evaluated. || choosing or evaluating the intended level of challenge.
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), HIERARCHICAL_CLASSIFICATION (Hierarchical classification)
Patterns triggered: "evaluate" -> EVIDENCE_EVALUATION; "level" -> HIERARCHICAL_CLASSIFICATION; "level" -> HIERARCHICAL_CLASSIFICATION

ECR-000001-P003 constraint_layer.stopping_criteria

gpt

Status: ok
Raw text: The distinctions have been used for the intended selection or evaluation activity. || Use those distinctions… || No explicit completion criterion is provided.
Matched concepts: None
Patterns triggered: None

claude

Status: ok
Raw text: All relevant items classified and the target challenge level acted upon. || Use those distinctions when choosing or evaluating the intended level of challenge. || No explicit stopping signal; inferred from completion of stated steps.
Matched concepts: HIERARCHICAL_CLASSIFICATION (Hierarchical classification), TERMINATION_OR_CLOSURE (Termination or closure condition)
Patterns triggered: "level" -> HIERARCHICAL_CLASSIFICATION; "level" -> HIERARCHICAL_CLASSIFICATION; "stop" -> TERMINATION_OR_CLOSURE

gemini

Status: ok
Raw text: None
Matched concepts: None
Patterns triggered: None

ECR-000001-P003 constraint_layer.validity_conditions

gpt

Status: ok
Raw text: The arrangement and distinctions remain aligned with relative cognitive challenge. || Arrange kinds of work by level of cognitive challenge. || No validation procedure is specified.
Matched concepts: COORDINATION (Coordination or alignment), HIERARCHICAL_CLASSIFICATION (Hierarchical classification)
Patterns triggered: "align" -> COORDINATION; "level" -> HIERARCHICAL_CLASSIFICATION

claude

Status: ok
Raw text: The taxonomy used must produce a meaningful gradient from simpler to more demanding. || Differentiate simpler forms of performance from more demanding ones. || Validity criteria for the taxonomy itself are not specified.
Matched concepts: HIERARCHICAL_CLASSIFICATION (Hierarchical classification), COMPARISON (Alternatives compared or distinguished), EVIDENCE_EVALUATION (Evidence or option evaluated)
Patterns triggered: "taxonomy" -> HIERARCHICAL_CLASSIFICATION; "differentiate" -> COMPARISON; "criteria" -> EVIDENCE_EVALUATION; "taxonomy" -> HIERARCHICAL_CLASSIFICATION

gemini

Status: ok
Raw text: None
Matched concepts: None
Patterns triggered: None

ECR-000001-P003 representation_layer.natural_language_summary

gpt

Status: ok
Raw text: Arrange work according to cognitive challenge, distinguish simpler from more demanding performance, and use those distinctions when selecting or assessing the intended challenge level.
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), HIERARCHICAL_CLASSIFICATION (Hierarchical classification)
Patterns triggered: "assess" -> EVIDENCE_EVALUATION; "level" -> HIERARCHICAL_CLASSIFICATION

claude

Status: ok
Raw text: The procedure involves classifying items representing kinds of work according to a cognitive demand taxonomy that distinguishes simpler from more demanding performance. Items are then arranged by level. The resulting level distinctions are applied either to select new items at a desired challenge level or to evaluate whether existing items meet an intended challenge target.
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), HIERARCHICAL_CLASSIFICATION (Hierarchical classification)
Patterns triggered: "evaluate" -> EVIDENCE_EVALUATION; "level" -> HIERARCHICAL_CLASSIFICATION; "taxonomy" -> HIERARCHICAL_CLASSIFICATION

gemini

Status: ok
Raw text: The procedure requires arranging work by cognitive challenge levels and distinguishing simple from demanding performances. These created distinctions are then utilized to either choose or evaluate an intended level of challenge.
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), COMMITMENT_DECISION (Decision or commitment), HIERARCHICAL_CLASSIFICATION (Hierarchical classification)
Patterns triggered: "evaluate" -> EVIDENCE_EVALUATION; "choose" -> COMMITMENT_DECISION; "level" -> HIERARCHICAL_CLASSIFICATION

ECR-000001-P003 representation_layer.canonical_summary

gpt

Status: ok
Raw text: Classify by cognitive challenge, differentiate performance levels, then apply the distinctions during challenge-level decisions.
Matched concepts: COMPARISON (Alternatives compared or distinguished), HIERARCHICAL_CLASSIFICATION (Hierarchical classification)
Patterns triggered: "differentiate" -> COMPARISON; "level" -> HIERARCHICAL_CLASSIFICATION

claude

Status: ok
Raw text: Cognitive classification and level-based selection or audit of performative items using a demand taxonomy.
Matched concepts: HIERARCHICAL_CLASSIFICATION (Hierarchical classification)
Patterns triggered: "level" -> HIERARCHICAL_CLASSIFICATION; "classification" -> HIERARCHICAL_CLASSIFICATION; "taxonomy" -> HIERARCHICAL_CLASSIFICATION

gemini

Status: ok
Raw text: 1. Arrange work by cognitive challenge. 2. Differentiate performance demands. 3. Use distinctions to choose or evaluate challenge levels.
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), COMPARISON (Alternatives compared or distinguished), COMMITMENT_DECISION (Decision or commitment), HIERARCHICAL_CLASSIFICATION (Hierarchical classification)
Patterns triggered: "evaluate" -> EVIDENCE_EVALUATION; "differentiate" -> COMPARISON; "choose" -> COMMITMENT_DECISION; "level" -> HIERARCHICAL_CLASSIFICATION

ECR-000001-P003 representation_layer.ambiguities

gpt

Status: ok
Raw text: The text does not specify whether these are independent sequential steps or whether differentiation is the mechanism of arrangement. || Separate sequential operations || Differentiation is part of the arranging process || The wording permits choosing, evaluating, or potentially both. || Choose only || Evaluate only || Choose and evaluate
Matched concepts: COMMITMENT_DECISION (Decision or commitment), EVIDENCE_EVALUATION (Evidence or option evaluated)
Patterns triggered: "choose" -> COMMITMENT_DECISION; "evaluate" -> EVIDENCE_EVALUATION; "evaluate" -> EVIDENCE_EVALUATION; "choose" -> COMMITMENT_DECISION

claude

Status: ok
Raw text: 'Kinds of work' is unspecified. Could be learning objectives, tasks, assessment items, rubric criteria, or other units. || Educational learning objectives || Assessment or test items || Job or task descriptions || Rubric performance criteria || The packet uses both 'choosing' and 'evaluating' without clarifying whether these are alternatives or sequential. || They are mutually exclusive branches (design mode vs. audit mode) || They are sequential (choose then evaluate) || They are synonymous in this context || The taxonomy is referenced but not defined. Number of levels, labels, and granularity are all unspecified. || A recognized multi-level cognitive taxonomy is imported (e.g., six levels) || A bespoke two-level simpler/demanding binary is used || A continuum rather than discrete levels is used
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated), HYPOTHESIS_GENERATION (Candidate explanation or option generation), COMMITMENT_DECISION (Decision or commitment), HIERARCHICAL_CLASSIFICATION (Hierarchical classification)
Patterns triggered: "assess" -> EVIDENCE_EVALUATION; "criteria" -> EVIDENCE_EVALUATION; "assess" -> EVIDENCE_EVALUATION; "criteria" -> EVIDENCE_EVALUATION; "alternative" -> HYPOTHESIS_GENERATION; "evaluate" -> EVIDENCE_EVALUATION; "choose" -> COMMITMENT_DECISION; "level" -> HIERARCHICAL_CLASSIFICATION; "taxonomy" -> HIERARCHICAL_CLASSIFICATION; "level" -> HIERARCHICAL_CLASSIFICATION; "taxonomy" -> HIERARCHICAL_CLASSIFICATION; "level" -> HIERARCHICAL_CLASSIFICATION; "level" -> HIERARCHICAL_CLASSIFICATION

gemini

Status: ok
Raw text: The disjunction 'choosing or evaluating' creates two different functional outcomes. || The user performs a selection task (choosing). || The user performs an assessment task (evaluating). || The user performs both tasks sequentially.
Matched concepts: EVIDENCE_EVALUATION (Evidence or option evaluated)
Patterns triggered: "assess" -> EVIDENCE_EVALUATION

ECR-000001-P003 product_relevance_layer.clarity_relevance_observations

gpt

Status: ok
Raw text: The procedure depends on distinctions among cognitive challenge levels being understandable enough to apply. || Use those distinctions…
Matched concepts: HIERARCHICAL_CLASSIFICATION (Hierarchical classification)
Patterns triggered: "level" -> HIERARCHICAL_CLASSIFICATION

claude

Status: ok
Raw text: This procedure could inform how clarity products sequence or tier instructional or evaluative content by cognitive demand. || Arrange kinds of work by level of cognitive challenge. || No explicit product context is given.
Matched concepts: HIERARCHICAL_CLASSIFICATION (Hierarchical classification)
Patterns triggered: "level" -> HIERARCHICAL_CLASSIFICATION

gemini

Status: ok
Raw text: None
Matched concepts: None
Patterns triggered: None

ECR-000001-P003 product_relevance_layer.edf_relevance_observations

gpt

Status: ok
Raw text: None
Matched concepts: None
Patterns triggered: None

claude

Status: ok
Raw text: A cognitive demand taxonomy could serve as a structural layer in an evaluation or differentiation framework, providing a principled basis for level assignment. || Differentiate simpler forms of performance from more demanding ones. || EDF context is not stated in the packet.
Matched concepts: COORDINATION (Coordination or alignment), HIERARCHICAL_CLASSIFICATION (Hierarchical classification), COMPARISON (Alternatives compared or distinguished)
Patterns triggered: "assign" -> COORDINATION; "level" -> HIERARCHICAL_CLASSIFICATION; "taxonomy" -> HIERARCHICAL_CLASSIFICATION; "differentiate" -> COMPARISON

gemini

Status: ok
Raw text: None
Matched concepts: None
Patterns triggered: None

ECR-000001-P003 product_relevance_layer.research_only_observations

gpt

Status: ok
Raw text: The packet emphasizes procedural extraction while preserving ambiguity rather than normalizing to a single decomposition. || Prefer reporting multiple plausible interpretations over collapsing them into a single interpretation when the packet supports more than one reading. || This observation concerns extraction instructions rather than the blinded procedural content.
Matched concepts: EXECUTION_CYCLE (Execution or action cycle)
Patterns triggered: "action" -> EXECUTION_CYCLE; "action" -> EXECUTION_CYCLE

claude

Status: ok
Raw text: The procedure's reliance on an unstated taxonomy introduces a significant degree of interpretive freedom that may require empirical validation of level assignments. || Differentiate simpler forms of performance from more demanding ones. || Research implications are inferred, not stated.
Matched concepts: COORDINATION (Coordination or alignment), HIERARCHICAL_CLASSIFICATION (Hierarchical classification), COMPARISON (Alternatives compared or distinguished)
Patterns triggered: "assign" -> COORDINATION; "level" -> HIERARCHICAL_CLASSIFICATION; "taxonomy" -> HIERARCHICAL_CLASSIFICATION; "differentiate" -> COMPARISON

gemini

Status: ok
Raw text: Content matches foundational concepts of educational taxonomy design. || Arrange kinds of work by level of cognitive challenge.
Matched concepts: HIERARCHICAL_CLASSIFICATION (Hierarchical classification)
Patterns triggered: "taxonomy" -> HIERARCHICAL_CLASSIFICATION; "level" -> HIERARCHICAL_CLASSIFICATION