{"id":"W4410603069","doi":"10.3390/diagnostics15111304","title":"Diagnostic Predictors of Recovery Outcomes Following Open Reduction and Internal Fixation for Tibial Plateau Fractures: A Retrospective Study Based on the Schatzker Classification","year":2025,"lang":"en","type":"article","venue":"Diagnostics","topic":"Bone fractures and treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"China Scholarship Council","keywords":"Medicine; Range of motion; Internal fixation; Tibial plateau fracture; Rehabilitation; Squat; Retrospective cohort study; Condyle; Surgery; Physical therapy; Reduction (mathematics); Osteoarthritis; Patient satisfaction","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":[0.0002601516,0.0001496671,0.0002952314,0.0001158891,0.0001381278,0.00006901482,0.00009827591,0.00008933986,0.00001103898],"category_scores_gemma":[0.008101669,0.00009692117,0.00009485785,0.0001360713,0.00003679824,0.0001085621,0.00004410204,0.000155674,0.000001146124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001249617,"about_ca_system_score_gemma":0.00008720361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001777647,"about_ca_topic_score_gemma":0.00004231666,"domain_scores_codex":[0.9990651,0.00005939861,0.0002812223,0.0002700927,0.0002058299,0.0001183776],"domain_scores_gemma":[0.9972523,0.002101111,0.0002188341,0.0002804231,0.0001087995,0.00003855993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004488152,0.00104075,0.9913824,0.00002331588,0.0005571055,0.000007111806,0.0003899185,0.00006500014,0.00005623638,0.000328398,0.002667715,0.003033229],"study_design_scores_gemma":[0.003295975,0.001254566,0.9913994,0.0003921716,0.0007628343,7.093602e-7,0.0005913507,0.0006989249,0.0005861369,0.0007569642,0.0001882989,0.00007267733],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919289,0.0000873367,0.001186972,0.002415732,0.0008316283,0.003101558,0.00005321196,0.00002015728,0.0003745395],"genre_scores_gemma":[0.998706,0.0000508083,0.0001982914,0.0004044072,0.00006202797,0.0002904698,0.0000876142,0.00001577442,0.0001846393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007841517,"threshold_uncertainty_score":0.969904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02136320769023414,"score_gpt":0.3300093752902164,"score_spread":0.3086461675999823,"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."}}