{
 "model": "rishanthrajendhran/IdeaLens",
 "input": "outline",
 "flag_rule": "flag the document as AI when P(human) < cut",
 "calibration": {
  "data": "WildOutlines, calibration split (human documents only)",
  "scores_from": "the training checkpoint, scored on Tinker",
  "n_humans": 80000,
  "n_per_format": {
   "Academic Writing": 10000,
   "Creative Writing": 10000,
   "Knowledge Article": 10000,
   "News Article": 10000,
   "Nonfiction Writing": 10000,
   "Personal About Page": 10000,
   "Personal Blog": 10000,
   "User Reviews": 10000
  },
  "n_per_topic": {
   "Art & Design": 3338,
   "Crime & Law": 3931,
   "Education & Jobs": 3974,
   "Entertainment": 4692,
   "Fashion & Beauty": 2999,
   "Finance & Business": 4855,
   "Food & Dining": 2696,
   "Games": 4257,
   "Hardware": 2253,
   "Health": 5069,
   "History": 2554,
   "Home & Hobbies": 4192,
   "Industrial": 2299,
   "Literature": 3571,
   "Politics": 3728,
   "Religion": 3617,
   "Science & Tech.": 4154,
   "Social Life": 3126,
   "Software": 2257,
   "Software Dev.": 2468,
   "Sports & Fitness": 4224,
   "Transportation": 2810,
   "Travel": 2936
  }
 },
 "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": {
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  "0.005": 0.0727912234663859,
  "0.01": 0.13711697951409052,
  "0.02": 0.34047000148262974,
  "0.05": 0.7271281470504786,
  "0.1": 0.8979844557423863,
  "0.2": 0.9715639649482037
 },
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   "Creative Writing": 0.20831380041381886,
   "Knowledge Article": 0.06944307847622781,
   "News Article": 0.04970034027733887,
   "Nonfiction Writing": 0.05358019572554795,
   "Personal About Page": 0.08279563922829149,
   "Personal Blog": 0.09459867455364941,
   "User Reviews": 0.08956495554856032
  },
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   "Academic Writing": 0.37109147193653746,
   "Creative Writing": 0.35315202590355255,
   "Knowledge Article": 0.10699845694815548,
   "News Article": 0.09169947897393349,
   "Nonfiction Writing": 0.08988523605364404,
   "Personal About Page": 0.17823972354705253,
   "Personal Blog": 0.252138067958794,
   "User Reviews": 0.2474776779563594
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   "Knowledge Article": 0.20818577828129917,
   "News Article": 0.23609769559580096,
   "Nonfiction Writing": 0.1702161018814425,
   "Personal About Page": 0.39822976725655357,
   "Personal Blog": 0.5059899682776587,
   "User Reviews": 0.46654259421577626
  },
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   "Creative Writing": 0.7902505745923557,
   "Knowledge Article": 0.6116968523774344,
   "News Article": 0.5751623415922733,
   "Nonfiction Writing": 0.5406010407175179,
   "Personal About Page": 0.7151932503758738,
   "Personal Blog": 0.7859592106635767,
   "User Reviews": 0.7977432441876905
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   "Creative Writing": 0.9077686152037142,
   "Knowledge Article": 0.8856753919316568,
   "News Article": 0.8128760568899319,
   "Nonfiction Writing": 0.8672406525378675,
   "Personal About Page": 0.875891090140992,
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   "User Reviews": 0.9305423350548957
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   "Knowledge Article": 0.9718952211059724,
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   "User Reviews": 0.979949437506
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 },
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  "0.005": {
   "Health": 0.0610965620278734
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  "0.01": {
   "Art & Design": 0.15667222645558712,
   "Crime & Law": 0.17453283749851123,
   "Education & Jobs": 0.12886971723833102,
   "Entertainment": 0.11819848263314488,
   "Fashion & Beauty": 0.19402951675056096,
   "Finance & Business": 0.08572843930921965,
   "Food & Dining": 0.14630909239840253,
   "Games": 0.15453482900524618,
   "Health": 0.10373515806574425,
   "History": 0.29504311061590965,
   "Home & Hobbies": 0.15140165883881962,
   "Literature": 0.26503532923819956,
   "Politics": 0.1619589695853355,
   "Religion": 0.14841329925315658,
   "Science & Tech.": 0.12006036270304885,
   "Social Life": 0.1442337581078069,
   "Sports & Fitness": 0.1556513531897659,
   "Transportation": 0.16223792819723193,
   "Travel": 0.1519828129273214
  },
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   "Crime & Law": 0.40561762457043543,
   "Education & Jobs": 0.29982288352803077,
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   "Software Dev.": 0.34228390137318565,
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   "Transportation": 0.36325003721271887,
   "Travel": 0.3885504044253141
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   "Entertainment": 0.7023000639381533,
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 }
}