{
 "model": "rishanthrajendhran/IdeaLens-ModernBERT-L-NoParaphrase",
 "input": "outline",
 "flag_rule": "flag the document as AI when P(human) < cut",
 "calibration": {
  "data": "WildOutlines, calibration split (human documents only)",
  "scores_from": "the released weights, scored through the idealens package",
  "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
 ],
 "global": {
  "0.001": 0.004950821630149081,
  "0.005": 0.02342468035197943,
  "0.01": 0.06067131979531868,
  "0.02": 0.23576730120276254,
  "0.05": 0.7909952590839185
 },
 "per_format": {
  "0.005": {
   "Academic Writing": 0.07555358258311677,
   "Creative Writing": 0.11624698148069071,
   "Knowledge Article": 0.019424670220982234,
   "News Article": 0.018877491877219182,
   "Nonfiction Writing": 0.014801753559624426,
   "Personal About Page": 0.04334194044726723,
   "Personal Blog": 0.05175564260631697,
   "User Reviews": 0.05215746833281784
  },
  "0.01": {
   "Academic Writing": 0.30168418345610853,
   "Creative Writing": 0.26211381646434895,
   "Knowledge Article": 0.036163894470849334,
   "News Article": 0.049543920392250654,
   "Nonfiction Writing": 0.028810618555034417,
   "Personal About Page": 0.12242291308888592,
   "Personal Blog": 0.16644452540526145,
   "User Reviews": 0.19031812686047817
  },
  "0.02": {
   "Academic Writing": 0.5626391690756242,
   "Creative Writing": 0.5343154320318914,
   "Knowledge Article": 0.09131072890661113,
   "News Article": 0.18014470176754305,
   "Nonfiction Writing": 0.08423913090880084,
   "Personal About Page": 0.3933419680360302,
   "Personal Blog": 0.44821969233765957,
   "User Reviews": 0.4615502978594149
  },
  "0.05": {
   "Academic Writing": 0.9034828838060145,
   "Creative Writing": 0.8762679898897557,
   "Knowledge Article": 0.4550881365538776,
   "News Article": 0.6791936334402358,
   "Nonfiction Writing": 0.45733708141797413,
   "Personal About Page": 0.8346417259891522,
   "Personal Blog": 0.8398029361270587,
   "User Reviews": 0.877508203466506
  }
 },
 "per_topic": {
  "0.005": {
   "Health": 0.022789031562102866
  },
  "0.01": {
   "Art & Design": 0.08523636574413213,
   "Crime & Law": 0.0805688569701574,
   "Education & Jobs": 0.07711304848205908,
   "Entertainment": 0.051725862674968315,
   "Fashion & Beauty": 0.13440074693829035,
   "Finance & Business": 0.03902568614421119,
   "Food & Dining": 0.05803920525042723,
   "Games": 0.057223274190934315,
   "Health": 0.04492207499015485,
   "History": 0.23157010595566033,
   "Home & Hobbies": 0.06596159123798341,
   "Literature": 0.1656287907568481,
   "Politics": 0.10915063082060605,
   "Religion": 0.062251729096985446,
   "Science & Tech.": 0.051504562711774754,
   "Social Life": 0.05717329947448666,
   "Sports & Fitness": 0.08485655220538925,
   "Transportation": 0.07194678865458264,
   "Travel": 0.09220869624054712
  },
  "0.02": {
   "Art & Design": 0.34981177606734215,
   "Crime & Law": 0.3211582586127026,
   "Education & Jobs": 0.230268689278505,
   "Entertainment": 0.22814291050574612,
   "Fashion & Beauty": 0.4103276416986731,
   "Finance & Business": 0.11991580144833784,
   "Food & Dining": 0.2970898645922292,
   "Games": 0.19147999880510852,
   "Hardware": 0.29635509273881666,
   "Health": 0.14928968279483779,
   "History": 0.4990280725601881,
   "Home & Hobbies": 0.2536066942843139,
   "Industrial": 0.1867194129459971,
   "Literature": 0.4753249064288996,
   "Politics": 0.3197100815106474,
   "Religion": 0.3150631545315935,
   "Science & Tech.": 0.1942258902493757,
   "Social Life": 0.23831430057064804,
   "Software": 0.1849620188878797,
   "Software Dev.": 0.25388250839795734,
   "Sports & Fitness": 0.30859623266675495,
   "Transportation": 0.2858273867294666,
   "Travel": 0.27639604001919316
  },
  "0.05": {
   "Art & Design": 0.8448356881542616,
   "Crime & Law": 0.8600257853570801,
   "Education & Jobs": 0.7522090353933664,
   "Entertainment": 0.7987425335197011,
   "Fashion & Beauty": 0.823750877914615,
   "Finance & Business": 0.5272754046421285,
   "Food & Dining": 0.8276740432412281,
   "Games": 0.7451750476334372,
   "Hardware": 0.7941178644535245,
   "Health": 0.6633092143777839,
   "History": 0.879794141844777,
   "Home & Hobbies": 0.7967050876857762,
   "Industrial": 0.7766523212735237,
   "Literature": 0.8734477816691915,
   "Politics": 0.8360229706184283,
   "Religion": 0.8487787044200342,
   "Science & Tech.": 0.753716519473606,
   "Social Life": 0.757869426930674,
   "Software": 0.7058872195208943,
   "Software Dev.": 0.7640932873028324,
   "Sports & Fitness": 0.8165972168318504,
   "Transportation": 0.8289652521808427,
   "Travel": 0.8109604440410111
  }
 }
}