{"id":"W4415601139","doi":"10.1016/j.arth.2025.08.063","title":"2025 ICM: Surgical Environment","year":2025,"lang":"en","type":"article","venue":"The Journal of Arthroplasty","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001361264,0.0007572381,0.0004589532,0.001841405,0.001319488,0.005086218,0.001028439,0.002314151,0.6808751],"category_scores_gemma":[0.007257334,0.0002597356,0.0002483269,0.00128787,0.001301448,0.002150923,0.004426171,0.002122648,0.3970347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001176195,"about_ca_system_score_gemma":0.004124813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001997798,"about_ca_topic_score_gemma":0.005788177,"domain_scores_codex":[0.9989531,0.0001679064,0.00007275179,0.0001245013,0.0004908098,0.0001908686],"domain_scores_gemma":[0.9942721,0.0005497411,0.0002927561,0.0003614803,0.001621005,0.002902968],"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":[0.00002888498,0.00004764405,0.0003484649,0.0001257085,0.000001704727,0.0001159378,0.00006864139,0.00009615692,0.0003626542,0.008317916,0.8790747,0.1114116],"study_design_scores_gemma":[0.000004152033,0.00001533336,0.0005044974,0.00010319,6.270917e-7,0.0001130435,0.00006089289,0.00007279673,0.00008066736,0.000690633,0.9983498,0.00000439547],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008987741,0.001058538,0.001591449,0.005421051,0.008021153,0.0001069415,0.002466968,0.003115596,0.9773195],"genre_scores_gemma":[0.009352949,0.001602669,0.003511144,0.002482952,0.001939279,0.0001368038,0.002425304,0.001294384,0.9772546],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6808751,"threshold_uncertainty_score":0.455193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01782043838922759,"score_gpt":0.2886095687598477,"score_spread":0.2707891303706201,"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."}}