{"id":"W4407257566","doi":"10.1353/nin.2025.a951263","title":"Friday, 1: 20","year":2025,"lang":"en","type":"article","venue":"Nine","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006366192,0.00003913921,0.00005284322,0.00005171094,0.00002144686,0.000008302615,0.00007377246,0.00001909092,0.004092534],"category_scores_gemma":[0.00005118969,0.00003633328,0.00001711208,0.0002327898,0.00001537922,0.00002529755,0.00003385798,0.00004847566,0.008717899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002415565,"about_ca_system_score_gemma":0.00002132695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001676278,"about_ca_topic_score_gemma":0.00003765993,"domain_scores_codex":[0.9996992,0.00001032813,0.00005363487,0.00008096188,0.00006178394,0.0000940362],"domain_scores_gemma":[0.9997743,0.00001439679,0.00001081467,0.0001591498,0.00002276716,0.00001856314],"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":[0.000008476548,0.00002061625,0.002455493,0.000003391892,0.00001020648,0.000003686594,0.00001230481,0.00001783158,0.01634237,0.007789695,0.9723768,0.0009590751],"study_design_scores_gemma":[0.0003223293,0.000008962824,0.0120252,0.00001225908,0.00001008273,4.701168e-7,0.000005975167,0.0002754891,0.01260987,0.0003648223,0.9743183,0.00004623718],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03206909,0.0002556334,0.000142744,0.0009799177,0.0001653673,0.00005238608,0.00001594603,0.0001939709,0.966125],"genre_scores_gemma":[0.4833831,0.000001262478,0.0006289615,0.0003742565,0.00006993544,0.000006503706,0.000006887133,0.00001708393,0.515512],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.451314,"threshold_uncertainty_score":0.9968179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007443998780184307,"score_gpt":0.2784973080082763,"score_spread":0.271053309228092,"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."}}