{"id":"W4288063394","doi":"10.1097/bot.0000000000002293","title":"Open Ankle Fractures: What Predicts Infection? A Multicenter Study","year":2021,"lang":"en","type":"article","venue":"Journal of Orthopaedic Trauma","topic":"Bone fractures and treatments","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Victoria Hospital; London Health Sciences Centre","funders":"","keywords":"Medicine; Malunion; Ankle; Nonunion; Retrospective cohort study; Surgery; Pilon fracture; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003943247,0.0002142643,0.0005838683,0.0001530982,0.0001165929,0.0002916699,0.0001627612,0.0001107812,0.0009697094],"category_scores_gemma":[0.0001920434,0.0001486131,0.0003354496,0.0002465278,0.00003360416,0.0009568454,0.0001251484,0.0005606633,0.00002255928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000104747,"about_ca_system_score_gemma":0.0003010801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008318236,"about_ca_topic_score_gemma":0.000201705,"domain_scores_codex":[0.9980553,0.0001313749,0.00068346,0.0002463414,0.0006334909,0.0002500137],"domain_scores_gemma":[0.9983349,0.00008591366,0.0004297296,0.0003433195,0.0004525693,0.0003535658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001247675,0.007444232,0.8588955,0.00005010664,0.001512212,0.008203252,0.001682517,0.00002794961,0.00009328964,0.00000404438,0.004921067,0.1159181],"study_design_scores_gemma":[0.01731836,0.002295206,0.9411963,0.0005681291,0.0008636055,0.001387991,0.00164592,0.00001804098,0.0007064763,0.00003476443,0.03384217,0.0001230577],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927237,0.002764839,0.0000684398,0.001646409,0.001226494,0.0006268223,0.000004499316,0.0000179465,0.0009208467],"genre_scores_gemma":[0.995813,0.0008570261,0.0006610433,0.001276189,0.0006044396,0.00001120024,0.00001130317,0.00003213076,0.0007337203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.115795,"threshold_uncertainty_score":0.9999436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02706531131609935,"score_gpt":0.3374920824773672,"score_spread":0.3104267711612678,"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."}}