{"id":"W3208577793","doi":"10.1097/bot.0000000000002293","title":"Open Ankle Fractures: What Predicts Infection? A Multicenter Study.","year":2022,"lang":"en","type":"article","venue":"PubMed","topic":"Foot and Ankle Surgery","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Victoria Hospital; London Health Sciences Centre","funders":"","keywords":"Medicine; Malunion; Ankle; Nonunion; Retrospective cohort study; Trauma center; Surgery; Pilon fracture; Single Center; External fixation; External fixator","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":[0.0006115243,0.0001101863,0.0002258826,0.0001194657,0.0002167851,0.0001630895,0.0001635797,0.00002665618,0.0008695247],"category_scores_gemma":[0.000144313,0.0000952002,0.00007533562,0.0002471109,0.00002174957,0.0004228519,0.0005461327,0.0002741302,0.00002059803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009894927,"about_ca_system_score_gemma":0.00004570328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002229416,"about_ca_topic_score_gemma":0.0000518657,"domain_scores_codex":[0.9987729,0.000108986,0.0001950361,0.0002727869,0.0003431668,0.0003071165],"domain_scores_gemma":[0.9993692,0.00006425832,0.00006438777,0.0002997733,0.0000394499,0.0001629183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006347988,0.002442454,0.7877997,0.00002996799,0.0002025233,0.0001742335,0.00127849,0.00002027013,0.000008930405,0.000006451236,0.0283222,0.17908],"study_design_scores_gemma":[0.002261847,0.0001330764,0.8327714,0.000008923751,0.00006003392,0.00001430254,0.001011703,0.00002583373,0.00005141589,0.00001802527,0.1635549,0.00008853441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887301,0.0003037784,0.000002608975,0.001619857,0.00142862,0.003264372,0.000005822591,0.00009506931,0.004549786],"genre_scores_gemma":[0.9871522,0.00003943101,0.000008568409,0.002290518,0.0002431672,0.005913728,0.00002888549,0.00002308401,0.004300481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1789914,"threshold_uncertainty_score":0.9520686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03528938496397963,"score_gpt":0.2915928371844615,"score_spread":0.2563034522204819,"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."}}