{"id":"W4390311960","doi":"10.5435/jaaos-d-23-00459","title":"Treatment of Concurrent Depression and Its Effect on Outcomes After Total Joint Arthroplasty: A Systematic Review of Comparative Studies","year":2023,"lang":"en","type":"review","venue":"Journal of the American Academy of Orthopaedic Surgeons","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"Medicine; Depression (economics); Psychological intervention; MEDLINE; Cognitive behavioral therapy; Physical therapy; Internal medicine; Psychiatry; Intensive care medicine; Randomized controlled trial","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":[0.007271983,0.001294462,0.008332133,0.006098995,0.0006502387,0.002372487,0.001554988,0.001492336,0.003677513],"category_scores_gemma":[0.03893328,0.0008563065,0.01021641,0.00759752,0.0007892547,0.001477916,0.001226898,0.001128859,0.0001954243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002860225,"about_ca_system_score_gemma":0.008557967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008322434,"about_ca_topic_score_gemma":0.02256918,"domain_scores_codex":[0.9929574,0.002262662,0.002946582,0.000529733,0.001120994,0.0001826711],"domain_scores_gemma":[0.9719946,0.02010384,0.005215782,0.0003714409,0.002052226,0.0002621673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003851069,0.00002419124,0.001058655,0.9535421,0.01683184,0.00006744519,0.0001282028,0.00005820918,0.00009766238,0.00009093104,0.0004786326,0.02723705],"study_design_scores_gemma":[0.00058911,0.0005081834,0.00862259,0.7818845,0.1981762,0.000429015,0.0003246357,0.00009040275,0.0002106113,0.000235994,0.008880298,0.0000484697],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001173454,0.9981153,0.00007141396,0.0001007383,0.00005444464,0.0001600641,0.0001789535,0.000003176853,0.0001424847],"genre_scores_gemma":[0.02113317,0.9774798,0.0004463857,0.0002986484,0.00005915994,0.0003402983,0.0001801353,0.000003663219,0.00005889795],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008332133,"threshold_uncertainty_score":0.03845841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07957395253501326,"score_gpt":0.3987549304652673,"score_spread":0.319180977930254,"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."}}