{
 "fecha": "2026-09-06",
 "fuente": "ReviewBench (researchbites/reviewbench, MIT; base pública) + nuestra fuente adp evaluada con su pipeline",
 "resumen": {
  "papers": 200,
  "papersEnBase": 1000,
  "parcial": true,
  "juez": "gemini-3.1-pro-preview (el gemini-3-pro-preview de ReviewBench ya no existe), con sus tres prompts",
  "fuentes": [
   "human",
   "r3",
   "gemini-3-pro",
   "gpt-5.2",
   "adp"
  ],
  "metricas": [
   {
    "clave": "comments_per_paper",
    "formato": "n",
    "valores": {
     "human": 10.6,
     "r3": 16.1,
     "gemini-3-pro": 6.5,
     "gpt-5.2": 24.1,
     "adp": 16.3
    },
    "ci95": {
     "human": [
      9.7,
      11.6
     ],
     "r3": [
      15.5,
      16.7
     ],
     "gemini-3-pro": [
      6.4,
      6.6
     ],
     "gpt-5.2": [
      23.5,
      24.7
     ],
     "adp": [
      15.8,
      16.7
     ]
    },
    "n": {
     "human": 200,
     "r3": 200,
     "gemini-3-pro": 200,
     "gpt-5.2": 200,
     "adp": 200
    },
    "adpFrente": {
     "human": {
      "n": 200,
      "diff": 5.6,
      "p": 2.1534149793756363e-16,
      "d": 0.72,
      "pHolm": 4.3068299587512727e-16
     },
     "r3": {
      "n": 200,
      "diff": 0.1,
      "p": 0.6124297469606642,
      "d": 0.03,
      "pHolm": 0.6124297469606642
     },
     "gemini-3-pro": {
      "n": 200,
      "diff": 9.8,
      "p": 1.7493167732686144e-34,
      "d": 2.93,
      "pHolm": 6.997267093074458e-34
     },
     "gpt-5.2": {
      "n": 200,
      "diff": -7.8,
      "p": 1.4506617308370203e-32,
      "d": -1.57,
      "pHolm": 4.351985192511061e-32
     }
    }
   },
   {
    "clave": "mapped_rate",
    "formato": "%",
    "valores": {
     "human": 63.0,
     "r3": 77.1,
     "gemini-3-pro": 77.1,
     "gpt-5.2": 67.4,
     "adp": 73.1
    },
    "ci95": {
     "human": [
      59.2,
      66.8
     ],
     "r3": [
      74.9,
      79.1
     ],
     "gemini-3-pro": [
      74.5,
      79.7
     ],
     "gpt-5.2": [
      65.3,
      69.5
     ],
     "adp": [
      70.9,
      75.2
     ]
    },
    "n": {
     "human": 200,
     "r3": 200,
     "gemini-3-pro": 200,
     "gpt-5.2": 199,
     "adp": 200
    },
    "adpFrente": {
     "human": {
      "n": 200,
      "diff": 10.1,
      "p": 1.6939805889611217e-05,
      "d": 0.34,
      "pHolm": 5.081941766883365e-05
     },
     "r3": {
      "n": 200,
      "diff": -4.0,
      "p": 0.0004920852059522058,
      "d": -0.26,
      "pHolm": 0.0009841704119044115
     },
     "gemini-3-pro": {
      "n": 200,
      "diff": -4.0,
      "p": 0.0023953287228353206,
      "d": -0.22,
      "pHolm": 0.0023953287228353206
     },
     "gpt-5.2": {
      "n": 199,
      "diff": 5.7,
      "p": 6.678371660541498e-06,
      "d": 0.34,
      "pHolm": 2.6713486642165994e-05
     }
    }
   },
   {
    "clave": "consequential_rate",
    "formato": "%",
    "valores": {
     "human": 60.8,
     "r3": 89.7,
     "gemini-3-pro": 68.7,
     "gpt-5.2": 78.3,
     "adp": 97.2
    },
    "ci95": {
     "human": [
      55.7,
      65.5
     ],
     "r3": [
      87.9,
      91.3
     ],
     "gemini-3-pro": [
      65.0,
      72.2
     ],
     "gpt-5.2": [
      76.4,
      80.1
     ],
     "adp": [
      96.5,
      97.9
     ]
    },
    "n": {
     "human": 189,
     "r3": 200,
     "gemini-3-pro": 199,
     "gpt-5.2": 199,
     "adp": 200
    },
    "adpFrente": {
     "human": {
      "n": 189,
      "diff": 36.4,
      "p": 3.36020784044093e-24,
      "d": 1.0,
      "pHolm": 6.72041568088186e-24
     },
     "r3": {
      "n": 200,
      "diff": 7.5,
      "p": 1.8029063480711958e-14,
      "d": 0.57,
      "pHolm": 1.8029063480711958e-14
     },
     "gemini-3-pro": {
      "n": 199,
      "diff": 28.5,
      "p": 3.1930763484866664e-27,
      "d": 1.07,
      "pHolm": 9.57922904546e-27
     },
     "gpt-5.2": {
      "n": 199,
      "diff": 18.9,
      "p": 1.0254452007210719e-30,
      "d": 1.38,
      "pHolm": 4.1017808028842875e-30
     }
    }
   },
   {
    "clave": "claim_coverage",
    "formato": "%",
    "valores": {
     "human": 60.7,
     "r3": 88.3,
     "gemini-3-pro": 72.3,
     "gpt-5.2": 95.7,
     "adp": 89.0
    },
    "ci95": {
     "human": [
      57.1,
      64.6
     ],
     "r3": [
      86.0,
      90.6
     ],
     "gemini-3-pro": [
      69.3,
      75.0
     ],
     "gpt-5.2": [
      93.9,
      97.2
     ],
     "adp": [
      86.9,
      91.1
     ]
    },
    "n": {
     "human": 200,
     "r3": 200,
     "gemini-3-pro": 200,
     "gpt-5.2": 200,
     "adp": 200
    },
    "adpFrente": {
     "human": {
      "n": 200,
      "diff": 28.3,
      "p": 1.1498057703695662e-22,
      "d": 0.94,
      "pHolm": 4.599223081478265e-22
     },
     "r3": {
      "n": 200,
      "diff": 0.7,
      "p": 0.31054390516317665,
      "d": 0.04,
      "pHolm": 0.31054390516317665
     },
     "gemini-3-pro": {
      "n": 200,
      "diff": 16.7,
      "p": 5.1273999432517174e-17,
      "d": 0.77,
      "pHolm": 1.5382199829755153e-16
     },
     "gpt-5.2": {
      "n": 200,
      "diff": -6.7,
      "p": 4.4910600749117066e-08,
      "d": -0.39,
      "pHolm": 8.982120149823413e-08
     }
    }
   },
   {
    "clave": "claim_overlap_fraction",
    "formato": "%",
    "valores": {
     "human": null,
     "r3": 95.6,
     "gemini-3-pro": 81.1,
     "gpt-5.2": 97.6,
     "adp": 93.4
    },
    "ci95": {
     "human": [
      null,
      null
     ],
     "r3": [
      93.7,
      97.2
     ],
     "gemini-3-pro": [
      77.7,
      84.2
     ],
     "gpt-5.2": [
      95.8,
      99.1
     ],
     "adp": [
      90.9,
      95.7
     ]
    },
    "n": {
     "human": 0,
     "r3": 189,
     "gemini-3-pro": 189,
     "gpt-5.2": 189,
     "adp": 189
    },
    "adpFrente": {
     "human": null,
     "r3": {
      "n": 189,
      "diff": -2.2,
      "p": 0.29881353455944215,
      "d": -0.11,
      "pHolm": 0.29881353455944215
     },
     "gemini-3-pro": {
      "n": 189,
      "diff": 12.3,
      "p": 2.277604561797455e-09,
      "d": 0.47,
      "pHolm": 6.832813685392365e-09
     },
     "gpt-5.2": {
      "n": 189,
      "diff": -4.2,
      "p": 0.0015977273383743216,
      "d": -0.2,
      "pHolm": 0.003195454676748643
     }
    }
   },
   {
    "clave": "stance_matched_overlap_fraction",
    "formato": "%",
    "valores": {
     "human": null,
     "r3": 70.4,
     "gemini-3-pro": 53.2,
     "gpt-5.2": 70.5,
     "adp": 67.9
    },
    "ci95": {
     "human": [
      null,
      null
     ],
     "r3": [
      65.5,
      75.5
     ],
     "gemini-3-pro": [
      48.3,
      58.4
     ],
     "gpt-5.2": [
      65.1,
      75.5
     ],
     "adp": [
      62.6,
      73.2
     ]
    },
    "n": {
     "human": 0,
     "r3": 189,
     "gemini-3-pro": 189,
     "gpt-5.2": 189,
     "adp": 189
    },
    "adpFrente": {
     "human": null,
     "r3": {
      "n": 189,
      "diff": -2.5,
      "p": 0.11225659302531643,
      "d": -0.13,
      "pHolm": 0.11225659302531643
     },
     "gemini-3-pro": {
      "n": 189,
      "diff": 14.7,
      "p": 1.779404171988829e-09,
      "d": 0.48,
      "pHolm": 5.338212515966487e-09
     },
     "gpt-5.2": {
      "n": 189,
      "diff": -2.6,
      "p": 0.01850634234848036,
      "d": -0.14,
      "pHolm": 0.03701268469696072
     }
    }
   },
   {
    "clave": "justification_rate",
    "formato": "%",
    "valores": {
     "human": 63.3,
     "r3": 97.4,
     "gemini-3-pro": 88.9,
     "gpt-5.2": 82.8,
     "adp": 100.0
    },
    "ci95": {
     "human": [
      59.8,
      66.8
     ],
     "r3": [
      96.5,
      98.2
     ],
     "gemini-3-pro": [
      86.8,
      90.8
     ],
     "gpt-5.2": [
      80.6,
      84.9
     ],
     "adp": [
      99.9,
      100.0
     ]
    },
    "n": {
     "human": 200,
     "r3": 200,
     "gemini-3-pro": 200,
     "gpt-5.2": 199,
     "adp": 200
    },
    "adpFrente": {
     "human": {
      "n": 200,
      "diff": 36.7,
      "p": 1.6308959216999087e-28,
      "d": 1.45,
      "pHolm": 6.523583686799635e-28
     },
     "r3": {
      "n": 200,
      "diff": 2.6,
      "p": 2.3463695080656495e-08,
      "d": 0.42,
      "pHolm": 2.3463695080656495e-08
     },
     "gemini-3-pro": {
      "n": 200,
      "diff": 11.1,
      "p": 1.3610959356124202e-17,
      "d": 0.77,
      "pHolm": 2.7221918712248403e-17
     },
     "gpt-5.2": {
      "n": 199,
      "diff": 17.2,
      "p": 7.620945407936405e-28,
      "d": 1.11,
      "pHolm": 2.2862836223809215e-27
     }
    }
   },
   {
    "clave": "actionability_rate",
    "formato": "%",
    "valores": {
     "human": 60.6,
     "r3": 99.9,
     "gemini-3-pro": 89.2,
     "gpt-5.2": 98.6,
     "adp": 100.0
    },
    "ci95": {
     "human": [
      55.8,
      65.6
     ],
     "r3": [
      99.8,
      100.0
     ],
     "gemini-3-pro": [
      87.8,
      90.5
     ],
     "gpt-5.2": [
      98.3,
      98.9
     ],
     "adp": [
      99.9,
      100.0
     ]
    },
    "n": {
     "human": 200,
     "r3": 200,
     "gemini-3-pro": 200,
     "gpt-5.2": 199,
     "adp": 200
    },
    "adpFrente": {
     "human": {
      "n": 200,
      "diff": 39.4,
      "p": 9.567278271450034e-25,
      "d": 1.08,
      "pHolm": 3.826911308580014e-24
     },
     "r3": {
      "n": 200,
      "diff": 0.1,
      "p": 0.28504940740261275,
      "d": 0.06,
      "pHolm": 0.28504940740261275
     },
     "gemini-3-pro": {
      "n": 200,
      "diff": 10.8,
      "p": 6.636365135526745e-24,
      "d": 1.13,
      "pHolm": 1.9909095406580235e-23
     },
     "gpt-5.2": {
      "n": 199,
      "diff": 1.4,
      "p": 2.4602688638120055e-10,
      "d": 0.54,
      "pHolm": 4.920537727624011e-10
     }
    }
   },
   {
    "clave": "anchored_rate",
    "formato": "%",
    "valores": {
     "human": 48.2,
     "r3": 83.0,
     "gemini-3-pro": 85.7,
     "gpt-5.2": 70.9,
     "adp": 98.1
    },
    "ci95": {
     "human": [
      43.8,
      52.7
     ],
     "r3": [
      80.4,
      85.5
     ],
     "gemini-3-pro": [
      84.3,
      87.2
     ],
     "gpt-5.2": [
      67.3,
      74.3
     ],
     "adp": [
      97.6,
      98.6
     ]
    },
    "n": {
     "human": 200,
     "r3": 200,
     "gemini-3-pro": 200,
     "gpt-5.2": 199,
     "adp": 200
    },
    "adpFrente": {
     "human": {
      "n": 200,
      "diff": 49.9,
      "p": 1.5679790676951367e-30,
      "d": 1.48,
      "pHolm": 4.70393720308541e-30
     },
     "r3": {
      "n": 200,
      "diff": 15.1,
      "p": 1.3206068077687599e-20,
      "d": 0.79,
      "pHolm": 1.3206068077687599e-20
     },
     "gemini-3-pro": {
      "n": 200,
      "diff": 12.4,
      "p": 1.2928419789029441e-27,
      "d": 1.13,
      "pHolm": 2.5856839578058882e-27
     },
     "gpt-5.2": {
      "n": 199,
      "diff": 27.2,
      "p": 9.81625145423536e-33,
      "d": 1.07,
      "pHolm": 3.926500581694144e-32
     }
    }
   },
   {
    "clave": "specification_rate",
    "formato": "%",
    "valores": {
     "human": 99.1,
     "r3": 100.0,
     "gemini-3-pro": 100.0,
     "gpt-5.2": 100.0,
     "adp": 100.0
    },
    "ci95": {
     "human": [
      98.4,
      99.7
     ],
     "r3": [
      100.0,
      100.0
     ],
     "gemini-3-pro": [
      100.0,
      100.0
     ],
     "gpt-5.2": [
      100.0,
      100.0
     ],
     "adp": [
      100.0,
      100.0
     ]
    },
    "n": {
     "human": 200,
     "r3": 200,
     "gemini-3-pro": 200,
     "gpt-5.2": 199,
     "adp": 200
    },
    "adpFrente": {
     "human": {
      "n": 200,
      "diff": 0.9,
      "p": 0.007685794055213263,
      "d": 0.18,
      "pHolm": 0.03074317622085305
     },
     "r3": {
      "n": 200,
      "diff": 0.0,
      "p": 1.0,
      "d": null,
      "pHolm": 1.0
     },
     "gemini-3-pro": {
      "n": 200,
      "diff": 0.0,
      "p": 1.0,
      "d": null,
      "pHolm": 1.0
     },
     "gpt-5.2": {
      "n": 199,
      "diff": 0.0,
      "p": 1.0,
      "d": null,
      "pHolm": 1.0
     }
    }
   }
  ],
  "generador": "xai:grok-4.6, prompt del informe completo + override en inglés + modo exhaustivo, texto entero",
  "comentariosAdp": 3252,
  "assessmentsAdp": 3252,
  "deriva": {
   "muestra": 100,
   "muestraHumanos": 99,
   "juezViejo": "gemini-3-pro-preview",
   "juezNuevo": "gemini-3.1-pro-preview",
   "metricas": {
    "human.mapped": {
     "viejo": 66.2,
     "nuevo": 65.5,
     "dif": -0.7,
     "n": 99
    },
    "human.consequential": {
     "viejo": 61.3,
     "nuevo": 61.5,
     "dif": 0.3,
     "n": 99
    },
    "human.justification": {
     "viejo": 60.8,
     "nuevo": 60.5,
     "dif": -0.3,
     "n": 99
    },
    "human.remedy": {
     "viejo": 62.1,
     "nuevo": 62.5,
     "dif": 0.4,
     "n": 99
    },
    "human.anchor": {
     "viejo": 48.8,
     "nuevo": 48.1,
     "dif": -0.7,
     "n": 99
    },
    "r3.mapped": {
     "viejo": 76.5,
     "nuevo": 76.7,
     "dif": 0.2,
     "n": 100
    },
    "r3.consequential": {
     "viejo": 89.6,
     "nuevo": 87.0,
     "dif": -2.6,
     "n": 100
    },
    "r3.justification": {
     "viejo": 96.6,
     "nuevo": 97.0,
     "dif": 0.4,
     "n": 100
    },
    "r3.remedy": {
     "viejo": 99.9,
     "nuevo": 99.7,
     "dif": -0.2,
     "n": 100
    },
    "r3.anchor": {
     "viejo": 82.5,
     "nuevo": 82.6,
     "dif": 0.1,
     "n": 100
    },
    "r3.stance_overlap": {
     "viejo": 65.4,
     "nuevo": 64.3,
     "dif": -1.1,
     "n": 95
    }
   }
  }
 },
 "papers": [
  "elife-00007",
  "elife-00048",
  "elife-00067",
  "elife-00078",
  "elife-00173",
  "elife-00220",
  "elife-00230",
  "elife-00329",
  "elife-00425",
  "elife-00505",
  "elife-00523",
  "elife-00633",
  "elife-00640",
  "elife-00654",
  "elife-00672",
  "elife-00683",
  "elife-00710",
  "elife-00757",
  "elife-00780",
  "elife-00785",
  "elife-00801",
  "elife-00828",
  "elife-00905",
  "elife-00924",
  "elife-00947",
  "elife-00961",
  "elife-01180",
  "elife-01289",
  "elife-01299",
  "elife-01310",
  "elife-01340",
  "elife-01433",
  "elife-01434",
  "elife-01462",
  "elife-01501",
  "elife-01581",
  "elife-01612",
  "elife-01623",
  "elife-01630",
  "elife-01681",
  "elife-01695",
  "elife-01857",
  "elife-01879",
  "elife-01888",
  "elife-01914",
  "elife-02040",
  "elife-02042",
  "elife-02077",
  "elife-02115",
  "elife-02148",
  "elife-02504",
  "elife-02667",
  "elife-02844",
  "elife-02950",
  "elife-02981",
  "elife-03058",
  "elife-03077",
  "elife-03145",
  "elife-03600",
  "elife-03606",
  "elife-03609",
  "elife-03656",
  "elife-03764",
  "elife-04024",
  "elife-04037",
  "elife-04106",
  "elife-04180",
  "elife-04220",
  "elife-04236",
  "elife-04288",
  "elife-04346",
  "elife-04580",
  "elife-04634",
  "elife-04711",
  "elife-04718",
  "elife-04729",
  "elife-04806",
  "elife-04883",
  "elife-04953",
  "elife-04969",
  "elife-05154",
  "elife-05196",
  "elife-05279",
  "elife-05434",
  "elife-05438",
  "elife-05564",
  "elife-05565",
  "elife-05682",
  "elife-05745",
  "elife-05864",
  "elife-05920",
  "elife-05949",
  "elife-05958",
  "elife-06034",
  "elife-06068",
  "elife-06184",
  "elife-06203",
  "elife-06434",
  "elife-06619",
  "elife-06667",
  "elife-06694",
  "elife-06848",
  "elife-06930",
  "elife-06935",
  "elife-06938",
  "elife-06974",
  "elife-07101",
  "elife-07378",
  "elife-07420",
  "elife-07460",
  "elife-07871",
  "elife-07897",
  "elife-08133",
  "elife-08174",
  "elife-08208",
  "elife-08494",
  "elife-08928",
  "elife-08954",
  "elife-09158",
  "elife-09560",
  "elife-09744",
  "elife-09862",
  "elife-09976",
  "elife-10005",
  "elife-100088",
  "elife-100162",
  "elife-100173",
  "elife-100197",
  "elife-100248",
  "elife-100268",
  "elife-100287",
  "elife-100337",
  "elife-100394",
  "elife-100424",
  "elife-100446",
  "elife-100448",
  "elife-100492",
  "elife-100527",
  "elife-100535",
  "elife-100541",
  "elife-100604",
  "elife-100664",
  "elife-100673",
  "elife-100785",
  "elife-100796",
  "elife-100820",
  "elife-100821",
  "elife-100923",
  "elife-100928",
  "elife-100937",
  "elife-100968",
  "elife-100990",
  "elife-101071",
  "elife-101075",
  "elife-101153",
  "elife-101170",
  "elife-101173",
  "elife-101186",
  "elife-101217",
  "elife-10130",
  "elife-101322",
  "elife-101325",
  "elife-101483",
  "elife-101579",
  "elife-101626",
  "elife-101642",
  "elife-101667",
  "elife-101670",
  "elife-101701",
  "elife-101769",
  "elife-101830",
  "elife-101850",
  "elife-101918",
  "elife-101923",
  "elife-101929",
  "elife-101959",
  "elife-101967",
  "elife-101980",
  "elife-101992",
  "elife-102001",
  "elife-102027",
  "elife-102253",
  "elife-102277",
  "elife-102321",
  "elife-102433",
  "elife-102441",
  "elife-102449",
  "elife-102467",
  "elife-102542",
  "elife-102573",
  "elife-102622",
  "elife-102637",
  "elife-102658",
  "elife-10274",
  "elife-102743",
  "elife-102756",
  "elife-102823",
  "elife-102858",
  "elife-102912",
  "elife-102930"
 ]
}