{"id":"W3004097604","doi":"10.5435/jaaos-d-18-00720","title":"Significant Improvement in the Value of Surgical Treatment of Tibial Plateau Fractures Through Surgeon Practice Standardization","year":2020,"lang":"en","type":"article","venue":"Journal of the American Academy of Orthopaedic Surgeons","topic":"Bone fractures and treatments","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Object Research Systems (Canada)","funders":"","keywords":"Medicine; Nonunion; Surgery; Observational study; Internal fixation; Physical therapy; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004996011,0.0001779285,0.0002391185,0.001214229,0.00033559,0.001117462,0.0006405395,0.0004690834,0.001418059],"category_scores_gemma":[0.02913976,0.000200465,0.000408336,0.001577397,0.0007087867,0.0007615435,0.0009676951,0.0004305874,0.0001447754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002017509,"about_ca_system_score_gemma":0.002724568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006341986,"about_ca_topic_score_gemma":0.007651969,"domain_scores_codex":[0.9933349,0.00258872,0.0007208482,0.0006889092,0.002211757,0.0004548768],"domain_scores_gemma":[0.9640035,0.006785506,0.02439462,0.001123419,0.002802344,0.0008905364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008914941,0.00008682521,0.9841853,0.00004323154,0.00008623354,0.00002860852,0.0001006724,0.0002387767,0.0001308981,0.00006003651,0.0001649054,0.01478522],"study_design_scores_gemma":[0.00001166615,0.0001480433,0.9985769,0.00003123476,0.00002935477,0.0001111853,0.0001709345,0.0004805718,0.0001217585,0.00008717577,0.0002266952,0.000004606371],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969229,0.0007511626,0.0005712545,0.000580737,0.000009962911,0.00003225841,0.0001771529,0.00001089685,0.0009437077],"genre_scores_gemma":[0.9993815,0.0001284365,0.0002757668,0.0000543659,0.00001230884,0.000009514574,0.00008705344,0.00000159678,0.00004944476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006341986,"threshold_uncertainty_score":0.02642179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02411427752445734,"score_gpt":0.3322526601487088,"score_spread":0.3081383826242515,"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."}}