{"id":"W4411483694","doi":"10.2106/jbjs.rvw.25.00037","title":"Preoperative Patient Optimization for Lower Extremity Total Joint Arthroplasty Surgery","year":2025,"lang":"en","type":"review","venue":"JBJS Reviews","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Joint arthroplasty; Anxiety; Arthroplasty; Intensive care medicine; Joint replacement; Smoking cessation; Malnutrition; Depression (economics); Physical therapy; Surgery; Internal medicine; Psychiatry","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":[0.000968685,0.0007140322,0.001179182,0.002310243,0.0002420915,0.0009740986,0.0007317244,0.0006632085,0.003941657],"category_scores_gemma":[0.002963626,0.0002248645,0.001483898,0.001784637,0.0002208688,0.0006386893,0.0005325467,0.0008321623,0.0006440327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005656888,"about_ca_system_score_gemma":0.001778863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002087706,"about_ca_topic_score_gemma":0.005420541,"domain_scores_codex":[0.9993136,0.000176942,0.000197683,0.00005653712,0.0002185861,0.00003672347],"domain_scores_gemma":[0.9991335,0.0004879912,0.0001991633,0.00001273125,0.0001381207,0.00002844842],"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":[0.0001038502,0.00006630515,0.0004922933,0.1383965,0.0004996727,0.00008776913,0.00009778635,0.000159459,0.0003094105,0.0006479888,0.01390092,0.845238],"study_design_scores_gemma":[0.0001988814,0.0004676243,0.01214891,0.3042157,0.004455543,0.002762706,0.0005246866,0.0002483487,0.0006804685,0.001140398,0.673084,0.00007276731],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002426333,0.9989869,0.0000560687,0.0002010325,0.00008713899,0.00001240139,0.00002968348,0.00000525133,0.0003789201],"genre_scores_gemma":[0.001544948,0.9978796,0.0002426523,0.0001347964,0.00004932913,0.00001553239,0.00003722912,0.000001220287,0.00009463775],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003941657,"threshold_uncertainty_score":0.01318616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06236888858631249,"score_gpt":0.3351043859307,"score_spread":0.2727354973443875,"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."}}