{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001305704,0.002141931,0.001027272,0.001327168,0.007351635,0.007597388,0.00224876,0.004375528,0.8862338],"category_scores_gemma":[0.00444539,0.001151522,0.00192063,0.0009575653,0.0008333283,0.002819249,0.005134374,0.003919181,0.7902371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001719439,"about_ca_system_score_gemma":0.002344735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01787648,"about_ca_topic_score_gemma":0.07870625,"domain_scores_codex":[0.9993345,0.00007119601,0.00002057108,0.00009224588,0.000204934,0.0002765589],"domain_scores_gemma":[0.9982425,0.0001258144,0.00003588265,0.00008906604,0.0004851849,0.001021565],"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":[0.0001540823,0.00009489847,0.0001632951,0.00004373533,0.000006558706,0.00007904806,0.00003567062,0.00002471975,0.0001502653,0.0004292071,0.9914463,0.007372118],"study_design_scores_gemma":[0.00008393948,0.0001057717,0.001843714,0.0001295022,0.00001380635,0.00004550838,0.0003599348,0.0000705228,0.000200977,0.0003750644,0.996753,0.00001819867],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00282571,0.000903232,0.0007203965,0.007147999,0.01928138,0.0004895411,0.004464548,0.00525702,0.9589102],"genre_scores_gemma":[0.00157179,0.0002658795,0.0001744589,0.0007608816,0.0005288145,0.00005655117,0.0008158247,0.0004361143,0.9953896],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1137662,"threshold_uncertainty_score":0.1622736,"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."}}