{"id":"W3186818923","doi":"10.1002/acr2.11241","title":"Impact of Preoperative and Incident Musculoskeletal Problematic Areas on Postoperative Outcomes After Total Knee Replacement","year":2021,"lang":"en","type":"article","venue":"ACR Open Rheumatology","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Arthritis and Musculoskeletal and Skin Diseases","keywords":"Medicine; Total knee replacement; Knee replacement; Physical therapy; Surgery; Arthroplasty","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002366406,0.0003318978,0.001172351,0.000110191,0.00009169291,0.00005147741,0.0001015311,0.0001207828,0.001210816],"category_scores_gemma":[0.0007388713,0.0002317786,0.0002096736,0.0001561174,0.0002030873,0.0002575446,0.0005545159,0.0002686846,0.00009414346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001347101,"about_ca_system_score_gemma":0.0003856772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003599913,"about_ca_topic_score_gemma":0.0002083314,"domain_scores_codex":[0.9979056,0.0002944983,0.0006541532,0.0005309145,0.000263897,0.0003509627],"domain_scores_gemma":[0.9984486,0.0003572713,0.0002007443,0.0005731618,0.0002361223,0.0001841219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009395655,0.0005061364,0.9906803,0.0001765644,0.0007556984,0.0001862033,0.004787927,0.00001751395,0.0004087398,0.0008758572,0.0003368041,0.0003286329],"study_design_scores_gemma":[0.004770418,0.002851069,0.9875745,0.0003185837,0.00009732013,0.001959851,0.001482366,0.00004905249,0.0005401988,0.0001158305,0.00001537293,0.0002254963],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943963,0.0001917866,0.0000132542,0.002499609,0.0001592006,0.001522187,0.00003118219,0.00002441314,0.001162064],"genre_scores_gemma":[0.996953,0.00003277806,0.0009209526,0.0002830648,0.000004889057,0.0002199406,0.00003805254,0.00003272972,0.001514647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003830853,"threshold_uncertainty_score":0.9997022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01196831964757637,"score_gpt":0.3198848220097377,"score_spread":0.3079165023621613,"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."}}