{"id":"W2895101605","doi":"10.1055/s-0038-1672124","title":"All-Polyethylene Tibial Components in Total Knee Replacement: Early Failures","year":2018,"lang":"en","type":"article","venue":"The Journal of Knee Surgery","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Total knee replacement; Knee replacement; Surgery; Orthodontics; Physical therapy; Arthroplasty","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002223257,0.0002140354,0.0006549116,0.000421524,0.00009789314,0.00002746767,0.0001170399,0.00009263632,0.0004538812],"category_scores_gemma":[0.0007341871,0.0001413588,0.0002770034,0.0002798144,0.0002555241,0.0002474761,0.00009464589,0.0005695114,0.0001858133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001100222,"about_ca_system_score_gemma":0.0001464845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002545154,"about_ca_topic_score_gemma":0.00005721684,"domain_scores_codex":[0.9974688,0.000301117,0.0009417492,0.000142373,0.0007074159,0.0004385003],"domain_scores_gemma":[0.9976878,0.0009303368,0.0006222508,0.0003833634,0.0001662335,0.0002100317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01238154,0.0006731402,0.8819056,0.00008545617,0.0008192518,0.0006408746,0.004486776,0.00002876788,0.05829387,0.00005426644,0.03118564,0.009444887],"study_design_scores_gemma":[0.003195505,0.001177363,0.9774712,0.0004206146,0.0001685771,0.002042939,0.0003843491,0.00004273339,0.005475191,0.00007212706,0.009336391,0.0002129872],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931439,0.0003861533,0.00004212981,0.004082898,0.001570357,0.0001852085,0.000003713021,0.00002252859,0.0005631476],"genre_scores_gemma":[0.9971054,0.00005056958,0.0001552098,0.0007038894,0.001009268,0.000001399673,0.000002487094,0.00003589844,0.0009358444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09556569,"threshold_uncertainty_score":0.5764444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03347355738132508,"score_gpt":0.2718047626957603,"score_spread":0.2383312053144352,"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."}}