Class is relative.
Meaning is not implied.

Class is relative to an explicit profile

Categorical scale, not hierarchy

SMALL / MEDIUM / LARGE

Explicit ScaleClassProfile

Reference subject is normalization only

Reference-normalized basis

Explicit assignment requests only

Boundary cases are deterministic

Class label is not role or importance

Different profiles may disagree legitimately

Attachments do not mutate roots

Distribution and scoring remain downstream

No hidden distribution algorithm

CANON → LAB → DATA → IDEAS

16.02 regression suite

DATA FOR LAYOUT ENGINE

{
  "module": "Compo 16.02",
  "name": "large_medium_small_classes",
  "version": "1.0-canonical",
  "canonical_main_title": "Large/medium/small classes",
  "topic": "16_МАСШТАБ_И_ОТНОШЕНИЕ_РАЗМЕРОВ",
  "scope": "EXPLICIT_REFERENCE_NORMALIZED_PROFILE_RELATIVE_LARGE_MEDIUM_SMALL_CLASS_ASSIGNMENT_OVER_EXACT_16_01_MAGNITUDE_LINEAGE_ONLY",
  "main_topic_contract": {
    "topic_title": "Масштаб и отношение размеров",
    "topic_goal": "Считает отношения размеров между объектами и масштабные ступени. Нужна для выразительной дифференциации, scale ladders и контроля почти-равных размеров.",
    "expected_output": "ScaleRelation[], size-ratio descriptors, scale classes",
    "planned_files": [
      "16.00 Scale relation model",
      "16.01 Pairwise size ratios",
      "16.02 Large/medium/small classes",
      "16.03 Scale ladders and distributions",
      "16.04 Candidates, scoring and tests"
    ]
  },
  "ownership": {
    "owner": "Compo16.02",
    "owns": [
      "ScaleClassKind taxonomy",
      "ScaleClassBasisKind taxonomy",
      "ScaleClassProfile",
      "ScaleClassAssignmentRequest",
      "ScaleClassAssignmentSetPolicy",
      "ScaleClassBasisDescriptor",
      "ScaleClassAssignment",
      "ScaleClassAssignmentSet",
      "ScaleRelationClassAttachment",
      "ScaleSystemClassAttachment",
      "profile-relative size-order semantics SMALL<MEDIUM<LARGE",
      "exact reference-normalized class-basis computation",
      "identity/status/provenance rules for Topic16 class layer",
      "non-mutating correction request for class profile / assignment request / magnitude lineage"
    ],
    "does_not_own": [
      "ScaleSubject eligibility / ScaleRelation identity — Compo16.00",
      "raw magnitude evidence / magnitude resolution — Compo16.01",
      "pairwise numeric size ratios — Compo16.01",
      "near-equal policy / near-equal bands — Compo16.01",
      "raw geometry measurement — upstream geometry/measurement owners",
      "measurement binding definition — Compo16.00",
      "transform scale parameter — Compo3.05",
      "format normalization / global scale invariance — Compo6.03",
      "visual mass — Compo4",
      "dominance / focal ranking — Compo13",
      "microdetail size/contrast role-envelope semantics — Topic15",
      "scale ladders / scale distributions — Compo16.03",
      "class-frequency distribution ownership — Compo16.03",
      "target scoring / MetricResult / repair generation — Compo16.04",
      "aspect ratio / part-to-whole proportions — Topic17",
      "generic hierarchy/subordination — Compo18",
      "semantic importance",
      "global balance",
      "foreign geometry/style/semantic mutation"
    ]
  },
  "consumes": [
    "valid Compo16.00 ScaleSubjectSet identity",
    "valid Compo16.01 ScaleRelationRatioSet",
    "resolved Compo16.01 ScaleMagnitudeResolution records",
    "explicit ScaleClassProfile",
    "explicit ScaleClassAssignmentRequest records",
    "explicit ScaleClassAssignmentSetPolicy"
  ],
  "provides": [
    "ScaleClassBasisDescriptor[]",
    "ScaleClassAssignment[]",
    "ScaleClassAssignmentSet",
    "ScaleRelationClassAttachment[] where exact supporting relation exists",
    "ScaleSystemClassAttachment",
    "Topic16.02 observation record"
  ],
  "owns_metrics": [],
  "metric_ownership_note": "16.02 owns profile-relative class assignments only. SMALL/MEDIUM/LARGE are categorical descriptors, not MetricResult values, scores, hierarchy votes or independent numeric votes.",
  "scale_class_kind_taxonomy": {
    "SMALL": "Reference-normalized basis ratio below explicit small→medium boundary.",
    "MEDIUM": "Basis ratio at/above explicit small→medium boundary and below explicit medium→large boundary.",
    "LARGE": "Basis ratio at/above explicit medium→large boundary."
  },
  "scale_class_size_order": {
    "order": [
      "SMALL",
      "MEDIUM",
      "LARGE"
    ],
    "semantics": "SIZE_ORDER_ONLY",
    "firewall": "Class order is only ordinal size-category order inside one explicit profile. It is not importance, hierarchy, dominance, score, priority or quality order."
  },
  "scale_class_basis_kind_taxonomy": {
    "REFERENCE_SUBJECT_RATIO": "subjectMagnitude / explicitReferenceSubjectMagnitude under the exact same Compo16.00 binding and exact same Compo16.01 measurement unit."
  },
  "scale_class_profile_schema": {
    "scaleClassProfileRef": "stable identity",
    "scopeRef": "Topic16 scope",
    "scaleSubjectSetRef": "exact Compo16.00 subject set",
    "scaleRelationRatioSetRef": "exact Compo16.01 ratio set",
    "scaleMeasurementBindingRef": "exact binding used for all class-basis magnitudes",
    "basisKind": "REFERENCE_SUBJECT_RATIO",
    "referenceSubjectRef": "explicit reference subject in scaleSubjectSet",
    "smallToMediumBoundary": "finite strictly positive",
    "mediumToLargeBoundary": "finite strictly greater than smallToMediumBoundary",
    "boundarySemantics": {
      "SMALL": "basisRatio < smallToMediumBoundary",
      "MEDIUM": "smallToMediumBoundary <= basisRatio < mediumToLargeBoundary",
      "LARGE": "basisRatio >= mediumToLargeBoundary"
    },
    "profileSourceRef": "explicit source",
    "profileSourceOwnerRef": "owner",
    "provenance": "canonical provenance",
    "status": "OK|INVALID",
    "mutationAllowed": false,
    "default": "NONE — no implicit class profile and no universal L/M/S boundaries",
    "firewall": "The reference subject is a normalization reference, not automatically MEDIUM, dominant, focal, semantically important or ideal. Whether ratio=1 lands in SMALL/MEDIUM/LARGE is entirely determined by the explicit profile boundaries."
  },
  "scale_class_assignment_request_schema": {
    "scaleClassAssignmentRequestRef": "stable identity",
    "scopeRef": "scope",
    "scaleClassProfileRef": "exact class profile",
    "subjectRef": "explicit subject to classify",
    "requestSourceRef": "explicit source",
    "requestSourceOwnerRef": "owner",
    "provenance": "canonical provenance",
    "status": "OK|INVALID",
    "mutationAllowed": false,
    "firewall": "Classification is explicit-request-only in v1. 16.02 does not silently classify every subject in every profile."
  },
  "scale_class_assignment_set_policy_schema": {
    "scaleClassAssignmentSetPolicyRef": "stable identity",
    "selectionMode": "EXPLICIT_REQUESTS_ONLY",
    "duplicatePolicy": "DEDUP_EXACT_IDENTITY",
    "missingSubjectPolicy": "N_A_NO_GUESS",
    "missingMagnitudePolicy": "N_A_NO_GUESS",
    "magnitudeConflictPolicy": "N_A_NO_GUESS",
    "maxAssignments": "integer 1..4096",
    "overflowPolicy": "N_A_NO_TRUNCATION",
    "ordering": "LEXICAL_SERIALIZATION_ONLY",
    "policySourceRef": "explicit source",
    "policySourceOwnerRef": "owner",
    "provenance": "canonical provenance",
    "status": "OK|INVALID",
    "mutationAllowed": false,
    "firewall": "No hidden all-subject/profile Cartesian product. Lexical order is serialization only, not class rank or visual priority."
  },
  "scale_class_basis_descriptor_schema": {
    "scaleClassBasisDescriptorRef": "stable identity",
    "scaleClassProfileRef": "exact profile",
    "subjectRef": "classified subject",
    "referenceSubjectRef": "profile reference subject",
    "subjectMagnitudeResolutionRef": "exact Compo16.01 magnitude resolution",
    "referenceMagnitudeResolutionRef": "exact Compo16.01 magnitude resolution",
    "scaleMeasurementBindingRef": "exact shared binding",
    "measurementUnitRef": "exact shared unit",
    "basisKind": "REFERENCE_SUBJECT_RATIO",
    "basisRatio": "finite strictly positive subjectMagnitude/referenceMagnitude",
    "status": "OK|N_A|INVALID",
    "provenance": "DERIVED",
    "mutationAllowed": false,
    "firewall": "basisRatio is a class-normalization helper owned only for 16.02 classification. It does not replace or redefine the general pairwise ScaleRatioDescriptor owned by 16.01."
  },
  "scale_class_assignment_schema": {
    "scaleClassAssignmentRef": "stable identity",
    "scaleClassAssignmentRequestRef": "exact request",
    "scaleClassProfileRef": "exact profile",
    "scaleClassBasisDescriptorRef": "exact basis descriptor",
    "subjectRef": "classified subject",
    "classKind": "SMALL|MEDIUM|LARGE",
    "boundaryCase": "BELOW_SMALL_TO_MEDIUM|AT_SMALL_TO_MEDIUM|BETWEEN|AT_MEDIUM_TO_LARGE|ABOVE_MEDIUM_TO_LARGE",
    "status": "OK|N_A|INVALID",
    "provenance": "DERIVED",
    "mutationAllowed": false,
    "firewall": "Class assignment is profile-relative categorical interpretation. LARGE != dominant; SMALL != microdetail; MEDIUM != support; classKind != score."
  },
  "scale_class_assignment_set_schema": {
    "scaleClassAssignmentSetRef": "stable identity",
    "scopeRef": "scope",
    "scaleClassProfileRef": "exact single profile in v1 set",
    "scaleRelationRatioSetRef": "exact upstream ratio set",
    "scaleClassAssignmentSetPolicyRef": "explicit policy",
    "scaleClassBasisDescriptorRefs": "canonical refs",
    "scaleClassAssignmentRefs": "canonical refs",
    "status": "OK|N_A|INVALID",
    "reasonCode": "explicit",
    "mutationAllowed": false,
    "firewall": "Assignment set does not own class-frequency distribution, ladder quality, balance, hierarchy or scoring. Assignment count and class counts are not scores."
  },
  "scale_relation_class_attachment_schema": {
    "scaleRelationClassAttachmentRef": "stable identity",
    "scaleRelationRef": "exact supporting relation when one exists between classified subject and reference subject under exact binding",
    "scaleClassProfileRef": "exact profile",
    "subjectRef": "classified subject",
    "referenceSubjectRef": "reference subject",
    "scaleClassAssignmentRef": "exact assignment",
    "status": "OK|N_A|INVALID",
    "mutationAllowed": false,
    "firewall": "This is an optional relation-local attachment. Missing exact supporting relation does not erase a valid class assignment derived from exact magnitude lineage."
  },
  "scale_system_class_attachment_schema": {
    "scaleSystemClassAttachmentRef": "stable identity",
    "scaleSystemRatioAttachmentRef": "exact 16.01 system ratio attachment",
    "scaleClassAssignmentSetRef": "exact 16.02 assignment set",
    "status": "OK|N_A|INVALID",
    "mutationAllowed": false,
    "firewall": "16.00 ScaleSystemSeed.scaleClassAttachmentRef remains null. Downstream class attachment never mutates the root seed or 16.01 ratio set."
  },
  "comparability_contract": {
    "assignment_comparison_requires": [
      "same exact ScaleClassProfileRef",
      "same exact scaleMeasurementBindingRef",
      "same exact referenceSubjectRef",
      "same exact scaleRelationRatioSetRef",
      "compatible snapshot lineage"
    ],
    "forbids": [
      "cross-profile SMALL/MEDIUM/LARGE equivalence assumption",
      "cross-reference-subject class equivalence assumption",
      "cross-binding class equivalence assumption",
      "cross-unit implicit conversion",
      "class label comparison as hierarchy comparison",
      "class order comparison as quality comparison"
    ],
    "firewall": "Two subjects classified LARGE under different profiles are not canonically equivalent in magnitude. Different-profile class disagreement is not a conflict."
  },
  "class_math_contract": {
    "basisRatio": "subjectMagnitude / referenceMagnitude",
    "domain": "(0,+∞)",
    "SMALL": "basisRatio < smallToMediumBoundary",
    "MEDIUM": "smallToMediumBoundary <= basisRatio < mediumToLargeBoundary",
    "LARGE": "basisRatio >= mediumToLargeBoundary",
    "boundaryDeterminism": {
      "exactSmallToMediumBoundary": "MEDIUM",
      "exactMediumToLargeBoundary": "LARGE"
    },
    "firewall": "No quantile inference, k-means, equal-third partition, golden-ratio partition, distribution-derived threshold or universal threshold in 16.02."
  },
  "status_policy": {
    "invalidClassProfile": "INVALID",
    "subjectNotInScaleSubjectSet": "N_A",
    "referenceSubjectNotInScaleSubjectSet": "N_A",
    "missingSubjectMagnitude": "N_A",
    "missingReferenceMagnitude": "N_A",
    "magnitudeResolutionConflict": "N_A",
    "bindingMismatch": "N_A",
    "unitMismatch": "N_A",
    "validBasisRatio": "OK",
    "validClassAssignment": "OK",
    "duplicateExactAssignmentRequest": "deduplicated by identity",
    "assignmentSetOverflow": "N_A; no truncation",
    "missingSupportingRelationAttachment": "N_A attachment only; valid class assignment may remain OK",
    "N_A_not_zero": true
  },
  "identity_policy": {
    "scaleClassProfileRef": "hash(scope, subject set, ratio set, binding, basis kind, reference subject, exact boundaries, source/owner, provenance, status)",
    "scaleClassAssignmentRequestRef": "hash(scope, profile, subject, source/owner, provenance, status)",
    "scaleClassAssignmentSetPolicyRef": "hash(selection/duplicate/missing/conflict/max/overflow/ordering policy, source/owner, provenance, status)",
    "scaleClassBasisDescriptorRef": "hash(profile, subject/reference, magnitude-resolution refs, binding, unit, basis kind/value, status)",
    "scaleClassAssignmentRef": "hash(request, profile, basis descriptor, subject, class kind, boundary case, status)",
    "scaleClassAssignmentSetRef": "hash(scope, profile, ratio set, policy, canonical basis/assignment refs, status)",
    "scaleRelationClassAttachmentRef": "hash(relation, profile, subject/reference, assignment, status)",
    "scaleSystemClassAttachmentRef": "hash(system ratio attachment, assignment set, status)",
    "excluded_from_identity": [
      "display label",
      "display color",
      "UI ordering outside lexical serialization",
      "free-form comment"
    ]
  },
  "critical_firewalls": [
    "16.02 consumes Compo16.01 magnitude resolutions; it does not own raw magnitude evidence",
    "16.02 consumes Compo16.01 ratio-set lineage; it does not redefine pairwise ratio ownership",
    "16.02 owns profile-relative scale classes only",
    "16.02 owns no MetricResult",
    "16.02 owns no independent numeric vote",
    "class profile must be explicit",
    "no implicit class profile",
    "no universal LARGE/MEDIUM/SMALL thresholds",
    "no implicit equal-third thresholds",
    "no quantile-derived thresholds in 16.02",
    "no k-means class inference in 16.02",
    "no golden-ratio class boundaries",
    "no implicit 1.618 class boundary",
    "reference subject must be explicit",
    "reference subject != automatically MEDIUM",
    "reference subject != dominant",
    "reference subject != focal",
    "reference subject != semantically important",
    "reference subject != ideal size",
    "basis kind = REFERENCE_SUBJECT_RATIO only in v1",
    "basisRatio = subjectMagnitude / referenceMagnitude",
    "basisRatio must be finite and strictly positive",
    "basisRatio != ScaleRatioDescriptor ownership transfer",
    "basisRatio != score",
    "basisRatio != desirability",
    "exact same binding required",
    "exact same measurement unit required",
    "different units are not silently converted",
    "different bindings are not silently comparable",
    "missing magnitude => N_A",
    "magnitude conflict => N_A",
    "N_A != SMALL",
    "N_A != MEDIUM",
    "N_A != LARGE",
    "SMALL boundary is strict upper",
    "MEDIUM includes exact small-to-medium boundary",
    "MEDIUM excludes exact medium-to-large boundary",
    "LARGE includes exact medium-to-large boundary",
    "class boundary semantics are deterministic",
    "SMALL < MEDIUM < LARGE is size order only",
    "class size order != hierarchy order",
    "class size order != dominance order",
    "class size order != importance order",
    "class size order != score order",
    "class size order != quality order",
    "LARGE != dominant",
    "LARGE != focal",
    "LARGE != semantically important",
    "MEDIUM != support role",
    "SMALL != microdetail",
    "SMALL != decorative role",
    "SMALL != unimportant",
    "classKind != score",
    "classKind != MetricResult",
    "class assignment != hierarchy vote",
    "class assignment != visual-mass vote",
    "cross-profile class disagreement != conflict",
    "cross-profile class labels are not silently comparable",
    "cross-reference-subject class labels are not silently comparable",
    "cross-binding class labels are not silently comparable",
    "assignment request must be explicit",
    "assignment selection mode = EXPLICIT_REQUESTS_ONLY",
    "no implicit classify-all-subjects operation",
    "no profile×subject Cartesian product",
    "assignment set overflow => N_A without truncation",
    "assignment count != scale distribution",
    "SMALL count != scale distribution score",
    "MEDIUM count != scale distribution score",
    "LARGE count != scale distribution score",
    "class-frequency distribution ownership remains Compo16.03",
    "no scale ladder in 16.02",
    "no scale distribution descriptor in 16.02",
    "no target scoring in 16.02",
    "no repair generator in 16.02",
    "ScaleClassAssignment != MetricResult",
    "ScaleClassAssignmentSet != MetricResult",
    "ScaleSubject/ScaleRelation ownership remains Compo16.00",
    "magnitude/ratio/near-equal ownership remains Compo16.01",
    "scale ladder/distribution ownership remains Compo16.03",
    "scoring/generator ownership remains Compo16.04",
    "visual mass ownership remains Compo4",
    "dominance ownership remains Compo13",
    "microdetail role-envelope ownership remains Topic15",
    "aspect ratio / part-to-whole ownership remains Topic17",
    "generic hierarchy/subordination remains Compo18 territory",
    "transform scale factor ownership remains Compo3.05",
    "format normalization / global scale invariance ownership remains Compo6.03",
    "raw geometry measurement remains foreign-owned",
    "size class != visual mass class",
    "size class != dominance class",
    "size class != semantic importance class",
    "size class != aspect-ratio class",
    "size class != part-to-whole proportion class",
    "relation class attachment != root relation mutation",
    "system class attachment != ScaleSystemSeed mutation",
    "system class attachment != ratio-set mutation",
    "correction request != foreign mutation",
    "N_A != 0",
    "INVALID != 0",
    "local != global",
    "geometry != interpretation",
    "descriptor != score",
    "heuristic != law",
    "one metric = one owner",
    "module execution order != rule priority",
    "no universal beautyScore",
    "IDEA != CANON",
    "EXPERIMENT != CANON"
  ],
  "correction_request_schema": {
    "scaleClassCorrectionRequestRef": "stable identity",
    "targetOwnerRef": "class-profile / magnitude / binding / request owner",
    "reasonCode": "CLASS_PROFILE_WRONG|REFERENCE_SUBJECT_WRONG|SMALL_MEDIUM_BOUNDARY_WRONG|MEDIUM_LARGE_BOUNDARY_WRONG|MAGNITUDE_LINEAGE_WRONG|UNIT_WRONG|BINDING_WRONG|ASSIGNMENT_REQUEST_WRONG|CLASS_ASSIGNMENT_WRONG",
    "scaleClassProfileRef": "exact profile or null",
    "subjectRefs": "canonical refs[]",
    "evidenceRefs": "canonical refs[]",
    "suggestedAction": "non-mutating review request",
    "status": "OPEN|INVALID",
    "mutationAllowed": false
  },
  "deferred_downstream": {
    "16.03": [
      "scale ladder construction from class and ratio evidence",
      "class-frequency distributions",
      "occupied scale-level descriptors",
      "ladder step descriptors",
      "ladder gaps",
      "repeated scale-level families",
      "ScaleLadderAttachment"
    ],
    "16.04": [
      "explicit target scale-class profile fit",
      "target desirability of class proportions",
      "target desirability of near-equal relations",
      "component/composite MetricResult ownership",
      "exact independent-vote budget for Topic16",
      "bounded deterministic repair candidates",
      "final Topic16 regression tests"
    ]
  },
  "IDEAS_REFS": [
    "IDEA-01 full human test after all 72 topics; compare explicit class profiles with perceived large/medium/small judgments",
    "IDEA-02 semantics before placement; class reference/context remains explicit",
    "IDEA-03 explicit priorities; class order is size order only and never hidden global priority",
    "IDEA-04 collect structured class-assignment data for future composition model",
    "IDEA-05 preserve reasons for human corrections to class boundaries and assignments",
    "IDEA-06 structured machine-readable data layer for website",
    "IDEA-07 graphics-for-post-text research remains downstream/separate"
  ],
  "DATA_CAPTURE": [
    "sceneRef",
    "scopeRef",
    "snapshotRef",
    "scaleSubjectSetRef",
    "scaleRelationRatioSetRef",
    "scaleMeasurementBindingRef",
    "scaleClassProfileRef",
    "referenceSubjectRef",
    "smallToMediumBoundary",
    "mediumToLargeBoundary",
    "scaleClassAssignmentRequestRefs[]",
    "requestedSubjectByRef",
    "scaleClassAssignmentSetPolicyRef",
    "subjectMagnitudeResolutionRefBySubject",
    "referenceMagnitudeResolutionRef",
    "measurementUnitRef",
    "scaleClassBasisDescriptorRefs[]",
    "basisRatioBySubject",
    "scaleClassAssignmentRefs[]",
    "classKindBySubject",
    "boundaryCaseBySubject",
    "scaleClassAssignmentSetRef",
    "scaleRelationClassAttachmentRefs[]",
    "scaleSystemClassAttachmentRef",
    "classProfileSourceRef",
    "classProfileOwnerRef",
    "humanReasonCodes[]",
    "futureScaleLadderRefs[]",
    "futureClassDistributionRefs[]",
    "futureMetricResultRefs[]"
  ],
  "DEFERRED_SEMANTIC_INPUTS": [
    "desired frequency of SMALL/MEDIUM/LARGE classes",
    "whether one class should dominate numerically",
    "desired scale-ladder progression",
    "desired gaps between scale classes",
    "desired class balance",
    "global hierarchy consequences of class assignments",
    "final Topic16 target profile"
  ],
  "HUMAN_FEEDBACK_HOOKS": [
    "CLASS_PROFILE_WRONG",
    "REFERENCE_SUBJECT_WRONG",
    "REFERENCE_SUBJECT_SHOULD_BE_DIFFERENT",
    "SMALL_MEDIUM_BOUNDARY_TOO_LOW",
    "SMALL_MEDIUM_BOUNDARY_TOO_HIGH",
    "MEDIUM_LARGE_BOUNDARY_TOO_LOW",
    "MEDIUM_LARGE_BOUNDARY_TOO_HIGH",
    "SUBJECT_FEELS_SMALLER",
    "SUBJECT_FEELS_LARGER",
    "SUBJECT_FEELS_MEDIUM",
    "LARGE_ASSIGNMENT_FEELS_WRONG",
    "MEDIUM_ASSIGNMENT_FEELS_WRONG",
    "SMALL_ASSIGNMENT_FEELS_WRONG",
    "BOUNDARY_CASE_FEELS_WRONG",
    "MAGNITUDE_LINEAGE_WRONG",
    "UNIT_WRONG",
    "BINDING_WRONG",
    "CLASS_REQUEST_MISSING",
    "CLASS_REQUEST_SHOULD_NOT_EXIST",
    "CROSS_PROFILE_DIFFERENCE_IS_EXPECTED",
    "CROSS_PROFILE_DIFFERENCE_SHOULD_BE_REVIEWED"
  ],
  "CONFLICT_PRIORITY_ASSUMPTIONS": [
    "module execution order is not priority",
    "class taxonomy order is size order only",
    "SMALL/MEDIUM/LARGE order is not global hierarchy priority",
    "assignment request order is not class priority",
    "profile list order is not preferred-profile priority",
    "reference subject is not hierarchy priority",
    "future reviewed global conflict-priority owner remains authoritative"
  ],
  "LAB_HOOKS": [
    "human study: perceived SMALL/MEDIUM/LARGE versus explicit reference-normalized ratio",
    "compare class judgments under different explicit reference subjects",
    "calibrate profile-specific class boundaries by style",
    "collect cases where LARGE is not dominant",
    "collect cases where SMALL is not microdetail",
    "collect cross-profile class disagreements that are both valid",
    "study boundary sensitivity around exact class cut points",
    "compare class judgments across linear versus area bindings",
    "measure agreement on reference-subject choice"
  ],
  "observation_record": {
    "moduleRef": "Compo16.02",
    "metricResults": [],
    "scaleClassAssignmentRefs": [],
    "futureScaleLadderRefs": [],
    "futureClassDistributionRefs": []
  },
  "stop_condition": "STOP after 16.02. Do not create 16.03 in this module."
}