{
  "_why": [
    "The human pass entities.py asks for. The honorific/window resolver scored 21 correct,",
    "3 held and 1 WRONG against a 26-name hand-verified control; the base-rate proximity",
    "resolver built for Hemingway scored 18/6/1 on the same control and its own guard",
    "REFUSED to write, correctly. So the incumbent stands and these four are fixed by hand.",
    "",
    "⚠ Every entry below is FEMALE, and every one looks male-dominated in raw pronoun counts.",
    "The McCarthy corpus runs 29,144 male pronouns to 5,036 female — a base rate of 85.3%",
    "male. Against that background each of these is a strong female signal, which is the",
    "same arithmetic that recovered Pilar and Brett on Hemingway.",
    "",
    "Alfonsa was in the control set and is NOT here: she appears 4 times, below the",
    "--min-count 5 detection floor, so she is correctly absent from the map. That was an",
    "error in the control, not in the pipeline."
  ],
  "Carla": {
    "gender": "f",
    "correcting": true,
    "why": "Carla Jean Moss, Llewelyn's wife in No Country for Old Men. Read MALE by the incumbent because her scenes are dominated by Moss, Chigurh and Bell. Nearby pronouns 31m/21f — at the corpus base rate that would be 44m/8f, so 21 female against an expected 8 is decisive."
  },
  "Magdalena": {
    "gender": "f",
    "why": "The girl John Grady loves in Cities of the Plain. HELD by the incumbent. Nearby pronouns 17m/22f — a female MAJORITY inside an 85%-male corpus."
  },
  "Socorro": {
    "gender": "f",
    "why": "The cook at Mac's ranch — 'Socorro came and took the plate of biscuits and carried them to the oven'. HELD by the incumbent. Nearby pronouns 80m/65f against an expected 124m/21f."
  },
  "Luisa": {
    "gender": "f",
    "why": "A servant in Cities of the Plain — 'Luisa had gone to bed and the house was quiet'. HELD by the incumbent. Nearby pronouns 13m/10f against an expected 20m/3f."
  }
}