{
 "model": "rishanthrajendhran/IdeaLens-ModernBERT-L-PerItem",
 "input": "outline items, pooled per document by logit mean",
 "flag_rule": "flag the document as AI when P(human) < cut",
 "calibration": {
  "data": "WildOutlines, calibration split (human documents only)",
  "scores_from": "the training run's stored predictions on the calibration split",
  "n_humans": 79999,
  "n_per_format": {
   "Academic Writing": 9999,
   "Creative Writing": 10000,
   "Knowledge Article": 10000,
   "News Article": 10000,
   "Nonfiction Writing": 10000,
   "Personal About Page": 10000,
   "Personal Blog": 10000,
   "User Reviews": 10000
  }
 },
 "method": {
  "global": "the target-FPR quantile of P(human) over all calibration humans",
  "per_group": "the group's own quantile, shrunk toward the global cut with weight n / (n + 2500)",
  "min_group_humans": 200,
  "estimability": "a cut at FPR q is given only when q * n >= 25 calibration humans",
  "missing_cut": "no cut for a group means none could be estimated; do not substitute the global cut"
 },
 "fpr_targets": [
  0.001,
  0.005,
  0.01,
  0.02,
  0.05,
  0.1,
  0.2
 ],
 "global": {
  "0.001": 0.04404379761259952,
  "0.005": 0.12205192356750667,
  "0.01": 0.1906184377087428,
  "0.02": 0.27399145838356886,
  "0.05": 0.40829174191907486,
  "0.1": 0.5295915983924087,
  "0.2": 0.6643099841853771
 },
 "per_format": {
  "0.005": {
   "Academic Writing": 0.1807748612889961,
   "Creative Writing": 0.24713468732885646,
   "Knowledge Article": 0.10024635181124168,
   "News Article": 0.14287497641549482,
   "Nonfiction Writing": 0.06980665613022045,
   "Personal About Page": 0.21159626808248722,
   "Personal Blog": 0.1889627444611509,
   "User Reviews": 0.11691633894464498
  },
  "0.01": {
   "Academic Writing": 0.23996633333182593,
   "Creative Writing": 0.3365072065237298,
   "Knowledge Article": 0.14883988016267796,
   "News Article": 0.2009178899326695,
   "Nonfiction Writing": 0.10862978000095241,
   "Personal About Page": 0.2917278975191723,
   "Personal Blog": 0.24748830566272112,
   "User Reviews": 0.17994967066660927
  },
  "0.02": {
   "Academic Writing": 0.3183908255492838,
   "Creative Writing": 0.4448707131619425,
   "Knowledge Article": 0.21691485843196545,
   "News Article": 0.26932684635020876,
   "Nonfiction Writing": 0.16810775975620385,
   "Personal About Page": 0.3945595380604795,
   "Personal Blog": 0.3184763547505225,
   "User Reviews": 0.25976622502192565
  },
  "0.05": {
   "Academic Writing": 0.43266123799920986,
   "Creative Writing": 0.5798750487791098,
   "Knowledge Article": 0.34602680302674643,
   "News Article": 0.3788878608747563,
   "Nonfiction Writing": 0.31755950860408005,
   "Personal About Page": 0.5422821993351401,
   "Personal Blog": 0.4424141255937674,
   "User Reviews": 0.3878019815644175
  },
  "0.1": {
   "Academic Writing": 0.5488365257282245,
   "Creative Writing": 0.689598699411905,
   "Knowledge Article": 0.45333259213646376,
   "News Article": 0.4869954798371294,
   "Nonfiction Writing": 0.45875589553065843,
   "Personal About Page": 0.6498729757986291,
   "Personal Blog": 0.5476612646714732,
   "User Reviews": 0.5156945701573492
  },
  "0.2": {
   "Academic Writing": 0.6853088277724884,
   "Creative Writing": 0.7926475261681198,
   "Knowledge Article": 0.5828659789659236,
   "News Article": 0.6067655661202837,
   "Nonfiction Writing": 0.6216511924727005,
   "Personal About Page": 0.7620108865901676,
   "Personal Blog": 0.6814026840900511,
   "User Reviews": 0.6533549177048715
  }
 },
 "pooling": "logit_mean"
}