{"id":"W2618533725","doi":"10.5792/ksrr.16.035","title":"Causes and Clinical Outcomes of Revision Total Knee Arthroplasty","year":2017,"lang":"en","type":"article","venue":"Knee Surgery and Related Research","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Periprosthetic; WOMAC; Surgery; Osteoarthritis; Total knee arthroplasty; Complication; Range of motion; Retrospective cohort study; Aseptic processing; 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":[],"consensus_categories":[],"category_scores_codex":[0.003744818,0.000195831,0.0008997592,0.0003405062,0.0007366688,0.00008019526,0.00005680589,0.0003523302,0.0002229855],"category_scores_gemma":[0.007275375,0.0001370304,0.0002644776,0.0001556813,0.001841062,0.0002398701,0.0004025933,0.001124919,0.000078913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001768938,"about_ca_system_score_gemma":0.0001766304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001135419,"about_ca_topic_score_gemma":0.0000173435,"domain_scores_codex":[0.9972287,0.0004012766,0.0007729887,0.0004723537,0.0006339452,0.0004907423],"domain_scores_gemma":[0.9953589,0.003002477,0.0002155281,0.0007900261,0.0002497388,0.000383263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002819548,0.0001735463,0.943013,0.000157674,0.0003358524,0.0003407017,0.0001166127,3.314746e-7,0.0001275185,0.0001644337,0.001643762,0.05364468],"study_design_scores_gemma":[0.001536315,0.0004210889,0.9927409,0.0004211793,0.0000691868,0.0004000204,0.0001809963,0.00005205599,0.0001113485,0.0001021212,0.003821483,0.0001433524],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921678,0.001853109,0.000001176697,0.002889689,0.000802763,0.0003855368,0.00000989635,0.0000418639,0.001848125],"genre_scores_gemma":[0.985112,0.00327133,0.0000717058,0.00002517097,0.00007478151,0.000004140161,0.000006761699,0.00002978989,0.01140434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05350133,"threshold_uncertainty_score":0.8709829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07899882507596243,"score_gpt":0.4004215101149587,"score_spread":0.3214226850389963,"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."}}