{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003347064,0.0003764092,0.0006312155,0.0009387351,0.0004108981,0.0009087863,0.000574041,0.0007014828,0.001533456],"category_scores_gemma":[0.01365748,0.0004635796,0.0006714183,0.001346454,0.0003375246,0.0007386559,0.0005321829,0.0003796342,0.0003032523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002888804,"about_ca_system_score_gemma":0.0003847232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00120968,"about_ca_topic_score_gemma":0.00143054,"domain_scores_codex":[0.9976969,0.001003516,0.0003464479,0.0003683,0.0004136912,0.0001711744],"domain_scores_gemma":[0.9888904,0.002295112,0.006596702,0.0005258314,0.0008225751,0.0008692782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002703835,0.00003788456,0.998512,0.00003689895,0.0000969313,0.00008462243,0.00004041927,0.000009677377,0.00007246904,0.000005541939,0.00007489063,0.0007582291],"study_design_scores_gemma":[0.0001115387,0.0006100229,0.9966096,0.00008698121,0.0001719127,0.001550739,0.0003273864,0.0001223195,0.00006757714,0.00001711302,0.000317243,0.000007628502],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967205,0.002243459,0.0001614472,0.0001057748,0.00001261472,0.00005775009,0.0004868525,0.000003201319,0.0002083862],"genre_scores_gemma":[0.9988263,0.0003582897,0.0001713487,0.00005527537,0.00004081071,0.00005147855,0.0004533455,0.00000215659,0.00004098814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003347064,"threshold_uncertainty_score":0.01770121,"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."}}