{"id":"W4415755510","doi":"10.1016/j.arth.2025.10.111","title":"2025 ICM: Epidemiology, Mortality, Registries, Public Reporting, Specialized Treatment Centers, and Physical and Psychological Impact","year":2025,"lang":"en","type":"article","venue":"The Journal of Arthroplasty","topic":"Patient Satisfaction in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Mount Sinai Hospital; Juravinski Hospital","funders":"","keywords":"Public health; Work (physics); Psychological intervention; Quality of life (healthcare)","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":[0.004337062,0.0003821724,0.0004296594,0.006731184,0.0005537273,0.001599693,0.0007734181,0.001469544,0.01263227],"category_scores_gemma":[0.02048544,0.000332708,0.0007273115,0.01066731,0.0003673335,0.001624024,0.001484802,0.0008322464,0.002074447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00164164,"about_ca_system_score_gemma":0.004685831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03681014,"about_ca_topic_score_gemma":0.04193654,"domain_scores_codex":[0.997792,0.000644346,0.0006172569,0.0001728428,0.0004363031,0.0003372748],"domain_scores_gemma":[0.9824593,0.003207489,0.007991713,0.0007624314,0.002847465,0.002731625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008624827,0.00007585535,0.9199365,0.000280861,0.000124968,0.00005956369,0.00004895381,0.0001429747,0.00004005952,0.0006894389,0.0527305,0.02578407],"study_design_scores_gemma":[0.00002520838,0.00003771325,0.9833884,0.0006977691,0.0000649882,0.0001900869,0.0003271998,0.0006373003,0.00004435556,0.0004497956,0.01412118,0.00001598737],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4552449,0.04168723,0.004924328,0.04931704,0.003885115,0.0008954344,0.410686,0.0006916167,0.03266837],"genre_scores_gemma":[0.7484607,0.007800038,0.007977039,0.007299608,0.002472753,0.001049708,0.2153745,0.0001166885,0.00944884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03681014,"threshold_uncertainty_score":0.07319182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3272413903680413,"score_gpt":0.5481525505435508,"score_spread":0.2209111601755095,"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."}}