{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007442924,0.0008444915,0.006072623,0.000193683,0.0001187919,0.00004345267,0.0001229759,0.0003818042,0.002189339],"category_scores_gemma":[0.003674817,0.000511662,0.003818022,0.0003375878,0.00005397481,0.00004722896,0.0002031074,0.0006647781,0.0007702162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003382697,"about_ca_system_score_gemma":0.0004904696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000129896,"about_ca_topic_score_gemma":0.000007379239,"domain_scores_codex":[0.9957402,0.0004016679,0.002040665,0.0009277338,0.0003584916,0.000531213],"domain_scores_gemma":[0.9964532,0.0003775071,0.001014773,0.001552146,0.0000997927,0.0005026126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001596163,0.000148545,0.0001144442,0.04085043,0.0003789111,0.00003915724,0.00008516056,4.838978e-8,2.693604e-7,0.00001374893,0.05725735,0.901096],"study_design_scores_gemma":[0.0004178392,0.0002641317,0.00008558817,0.05358339,0.004274458,0.0001906048,0.00002202175,8.538308e-7,0.000001209831,0.000002340403,0.9407063,0.0004512802],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003060871,0.9907322,0.00007128395,0.0001211482,0.001183031,0.006905248,0.000321873,0.00008093889,0.0005536664],"genre_scores_gemma":[0.000001062627,0.9676445,0.00264926,0.0001663512,0.0005876663,0.001989811,0.0005709216,0.0001487471,0.02624167],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9006447,"threshold_uncertainty_score":0.9997335,"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."}}