{"id":"W4415067772","doi":"10.1055/a-2710-9372","title":"Impact of Patient Demographics, Surgeon Volume, and Hospital Type on Distal Radius Fracture Surgery Outcomes: A Population-Based Study","year":2025,"lang":"en","type":"article","venue":"Journal of Wrist Surgery","topic":"Orthopedic Surgery and Rehabilitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; Institute for Clinical Evaluative Sciences; Sinai Health System; Toronto Western Hospital; University of Toronto; University Health Network","funders":"","keywords":"Confidence interval; Neurovascular bundle; Comorbidity; Hazard ratio; Demographics; Proportional hazards model","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001461828,0.0002542719,0.00120769,0.001240895,0.00009076293,0.00002409589,0.000041756,0.0001478608,0.00006926601],"category_scores_gemma":[0.003204203,0.0001735545,0.001009238,0.0007564382,0.00008048367,0.0001470028,0.0000143648,0.0003796979,8.850949e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001353159,"about_ca_system_score_gemma":0.0006750402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002135543,"about_ca_topic_score_gemma":0.000009198528,"domain_scores_codex":[0.9973058,0.0002716694,0.001372288,0.0002153966,0.0006005955,0.0002342333],"domain_scores_gemma":[0.9936852,0.00434778,0.0009533146,0.0002727749,0.0005434504,0.0001974855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001629729,0.002497965,0.9831643,0.0001322575,0.0005391215,0.0001471548,0.0001589322,0.0001889407,0.00001304896,0.000001632478,0.004111424,0.007415462],"study_design_scores_gemma":[0.000572618,0.001605831,0.996106,0.0004804244,0.0002374697,0.00001456794,0.0003401702,0.00003776396,0.00001260792,0.00001782165,0.0004251164,0.0001496104],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966928,0.0005141826,0.00004546866,0.0009107694,0.001460717,0.0003155786,0.00001611074,0.00001598857,0.00002842671],"genre_scores_gemma":[0.9995076,0.00005892072,0.00004821034,0.0001764648,0.00008952314,0.000003270922,0.00003887054,0.00002125441,0.00005585688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01294167,"threshold_uncertainty_score":0.7077348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008223271936158592,"score_gpt":0.2859227026058669,"score_spread":0.2776994306697083,"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."}}