{"id":"W3166456068","doi":"10.2106/jbjs.rvw.20.00122","title":"Risk Factors for Readmissions After Total Joint Replacement","year":2021,"lang":"en","type":"review","venue":"JBJS Reviews","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Meta-analysis; Risk assessment; Gold standard (test); Risk management tools; Arthroplasty; MEDLINE; Systematic review; Physical therapy; Health care; Cohort study; Emergency medicine; Surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02772217,0.00186076,0.00537265,0.00617766,0.0005168708,0.002508598,0.001700009,0.001667897,0.001926735],"category_scores_gemma":[0.05816941,0.0009302683,0.03305946,0.00598924,0.0003673664,0.001772221,0.001609569,0.001780085,0.0002076232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001985996,"about_ca_system_score_gemma":0.003823574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006883807,"about_ca_topic_score_gemma":0.01030602,"domain_scores_codex":[0.9763849,0.01174229,0.006797098,0.002026504,0.002528269,0.0005209359],"domain_scores_gemma":[0.9653528,0.02220714,0.007491278,0.001766901,0.002874775,0.0003070747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002361922,0.00008069052,0.09133737,0.2522911,0.5951654,0.0002712909,0.0003293804,0.002057972,0.0002765239,0.0007136509,0.003109838,0.05200495],"study_design_scores_gemma":[0.0007881792,0.0006701916,0.07728329,0.08137364,0.8259044,0.0005979562,0.0003178414,0.002214381,0.0006816622,0.001700698,0.008333319,0.000134468],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03464515,0.954097,0.003659184,0.002299043,0.0006085787,0.0004820139,0.003339099,0.00009524313,0.0007746739],"genre_scores_gemma":[0.7306207,0.2527986,0.008368048,0.001736315,0.00071067,0.001451601,0.003870816,0.00005772562,0.0003854904],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02772217,"threshold_uncertainty_score":0.1466106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0907117015645001,"score_gpt":0.3809022860990944,"score_spread":0.2901905845345943,"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."}}