{"id":"W4403605112","doi":"10.1097/bot.0000000000002887","title":"Development of a Surgical Difficulty Score for Open Reduction Internal Fixation of Pilon Fractures","year":2024,"lang":"en","type":"article","venue":"Journal of Orthopaedic Trauma","topic":"Bone fractures and treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"AO North America","keywords":"Medicine; Pilon fracture; Trauma center; Internal fixation; Reduction (mathematics); Surgery; Retrospective cohort study; Physical therapy; External fixation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00361145,0.0006996978,0.000611602,0.002921917,0.0002210639,0.0008543521,0.0006696181,0.000424832,0.00226301],"category_scores_gemma":[0.02170954,0.0002798092,0.001152704,0.001132976,0.0002767225,0.001079264,0.001116858,0.0005859955,0.0004830758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005666993,"about_ca_system_score_gemma":0.0008741166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001680409,"about_ca_topic_score_gemma":0.002045036,"domain_scores_codex":[0.9977767,0.0005925787,0.0004953525,0.0001825438,0.0008311336,0.0001215437],"domain_scores_gemma":[0.9913594,0.002927829,0.003138249,0.0003198035,0.00190479,0.0003500145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002129741,0.0000872489,0.9817456,0.00003815797,0.0001053508,0.00003771123,0.00005528051,0.001214538,0.000220206,0.00004869726,0.000411234,0.01582289],"study_design_scores_gemma":[0.0000883937,0.001044296,0.9694439,0.00007657077,0.00009456112,0.0003239943,0.0003047357,0.02694411,0.0007068343,0.0001780239,0.0007650811,0.00002954441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881452,0.0001066161,0.008725083,0.0001256272,0.0000398489,0.0003615286,0.001369652,0.00008586315,0.001040465],"genre_scores_gemma":[0.9884737,0.00006743299,0.008963476,0.00002140282,0.00002762313,0.0003611657,0.001837996,0.00001249292,0.0002347634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00361145,"threshold_uncertainty_score":0.01909935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04081535252494328,"score_gpt":0.3473830164773231,"score_spread":0.3065676639523798,"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."}}