{"id":"W4415601133","doi":"10.1016/j.arth.2025.08.038","title":"2025 ICM: Diagnostic Techniques: Histology","year":2025,"lang":"en","type":"article","venue":"The Journal of Arthroplasty","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta Hospital","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000395876,0.00009883029,0.000268281,0.0001499626,0.00007944681,0.000006067542,0.0001160934,0.00006368882,0.000236547],"category_scores_gemma":[0.000657284,0.0000560235,0.0001109299,0.0001930938,0.0001906199,0.00004674712,0.00003715303,0.0003489303,0.00002433858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004585745,"about_ca_system_score_gemma":0.0002591344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001387867,"about_ca_topic_score_gemma":0.00003156782,"domain_scores_codex":[0.9991806,0.00008520447,0.0003425236,0.00006503099,0.0001659876,0.0001606779],"domain_scores_gemma":[0.9989372,0.0004789679,0.0001457339,0.0001993257,0.0001826128,0.00005611913],"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":[0.001635346,0.0009548265,0.07754811,0.0002177494,0.0007118226,0.0003393021,0.001220067,0.00002445156,0.008348573,0.002202688,0.7962579,0.1105392],"study_design_scores_gemma":[0.003599434,0.002432868,0.1055629,0.000829545,0.001237789,0.003033275,0.001700952,0.00002742457,0.008004768,0.004413372,0.8689203,0.0002373428],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8819795,0.01107436,0.007963676,0.04707666,0.002200809,0.0007072633,0.000004358362,0.00008459502,0.04890881],"genre_scores_gemma":[0.9934055,0.00203209,0.0004463764,0.001979435,0.0001362761,0.000002596533,8.748343e-7,0.000007904516,0.001988969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.111426,"threshold_uncertainty_score":0.2590023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008693291150595384,"score_gpt":0.2740563187380086,"score_spread":0.2653630275874132,"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."}}