{"id":"W4415704491","doi":"10.1016/j.arth.2025.10.103","title":"2025 ICM: Samples for Culture","year":2025,"lang":"en","type":"article","venue":"The Journal of Arthroplasty","topic":"Library Science and Information Systems","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Western University","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003956442,0.001060962,0.0007069026,0.003491129,0.004279885,0.003901616,0.001917474,0.002282356,0.06706753],"category_scores_gemma":[0.01099219,0.0006618091,0.0005282575,0.00322947,0.001766581,0.001331274,0.003417934,0.002983194,0.05921744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001979369,"about_ca_system_score_gemma":0.00637857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01204265,"about_ca_topic_score_gemma":0.02574768,"domain_scores_codex":[0.9946127,0.0009273182,0.0005619553,0.0004807492,0.002726772,0.0006904927],"domain_scores_gemma":[0.9919577,0.0008091027,0.0002198727,0.00100796,0.005202973,0.0008024399],"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":[0.0007565881,0.0006882213,0.0116546,0.0008518376,0.00002565616,0.001588898,0.004502364,0.0002378166,0.07336918,0.01347053,0.7212647,0.1715896],"study_design_scores_gemma":[0.00006004098,0.0002922539,0.009875172,0.0005097874,0.00003579693,0.000690704,0.003701943,0.0002886673,0.03475854,0.002115047,0.9476243,0.00004765098],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08430147,0.00446823,0.05065665,0.02262401,0.01263038,0.01507094,0.1562574,0.006026886,0.6479641],"genre_scores_gemma":[0.1245564,0.003711156,0.2510256,0.01367075,0.001877892,0.02081249,0.199896,0.004664342,0.3797855],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06706753,"threshold_uncertainty_score":0.2243633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.018531096870666,"score_gpt":0.2583141768265215,"score_spread":0.2397830799558555,"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."}}