{"id":"W7115165525","doi":"10.4000/15cgz","title":"Introduction","year":2025,"lang":"pt","type":"article","venue":"Belphégor","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005190212,0.0002945684,0.0003129271,0.0004859364,0.0002428305,0.0001218651,0.0003167737,0.0002067675,0.003368739],"category_scores_gemma":[0.0004652225,0.0003315712,0.0001471084,0.001774651,0.0001356211,0.0002193521,0.0001894762,0.0003578511,0.06781304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004001422,"about_ca_system_score_gemma":0.0002788025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005759821,"about_ca_topic_score_gemma":0.00005920306,"domain_scores_codex":[0.9978715,0.000177202,0.0004198727,0.0006963681,0.0002965056,0.0005385543],"domain_scores_gemma":[0.998583,0.00005594694,0.00013155,0.0009304052,0.0002000963,0.0000990712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001418396,0.0002752012,0.0009544522,0.0001214816,0.0001322774,0.000007711261,0.0002362857,0.0000420301,0.01500286,0.01706862,0.9560524,0.009964878],"study_design_scores_gemma":[0.000866876,0.00006247171,0.015025,0.00006400284,0.0002718357,0.000008410316,0.0003735643,0.0007140556,0.009550991,0.0005417307,0.9722232,0.0002979246],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2715798,0.0306036,0.008707651,0.2843423,0.07506895,0.005555566,0.00103836,0.004113383,0.3189903],"genre_scores_gemma":[0.5721656,0.00003470626,0.0002906407,0.0004998131,0.003474748,0.00004356187,0.00007196241,0.0001016063,0.4233174],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3005858,"threshold_uncertainty_score":0.9999136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01346660072854385,"score_gpt":0.2781418285092436,"score_spread":0.2646752277806997,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}