{"id":"W4415390641","doi":"10.1016/j.arth.2025.08.036","title":"2025 ICM: Length of Stay and Discharging","year":2025,"lang":"en","type":"article","venue":"The Journal of Arthroplasty","topic":"Cerebrovascular and Carotid Artery Diseases","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007164819,0.0002954277,0.0004215088,0.00167322,0.001098409,0.001842021,0.0006614292,0.0009804051,0.03612377],"category_scores_gemma":[0.01178341,0.0002006572,0.001132161,0.002354443,0.000283516,0.001025811,0.001218647,0.002208824,0.003059425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002634158,"about_ca_system_score_gemma":0.003798504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02142533,"about_ca_topic_score_gemma":0.02762692,"domain_scores_codex":[0.9983804,0.0002116048,0.0003602303,0.00008708949,0.0004361453,0.0005243695],"domain_scores_gemma":[0.989979,0.0009028666,0.003815333,0.0001703031,0.001494466,0.003638138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003241611,0.0001323367,0.9704785,0.000130035,0.0001186151,0.0004844586,0.0001256816,0.0001320237,0.00008633349,0.0002678322,0.01225861,0.01546141],"study_design_scores_gemma":[0.00001750933,0.0001420313,0.9899018,0.0002889052,0.00005151145,0.001319147,0.001321458,0.000286129,0.00005989599,0.0002993029,0.00628323,0.00002919153],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.897804,0.004452442,0.0005273185,0.009072544,0.001405166,0.0002135191,0.02433528,0.0001282906,0.06206147],"genre_scores_gemma":[0.9825997,0.0009804117,0.0005242393,0.001601163,0.000565543,0.00009843685,0.007791211,0.00004875682,0.005790525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03612377,"threshold_uncertainty_score":0.1208461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005495419548472868,"score_gpt":0.2513634627313331,"score_spread":0.2458680431828602,"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."}}