{"id":"W3094260401","doi":"10.1097/bot.0000000000001912","title":"Timing and Management of Surgical Site Infections in Patients With Open Fracture Wounds: A Fluid Lavage of Open Wounds Cohort Secondary Analysis","year":2020,"lang":"en","type":"article","venue":"Journal of Orthopaedic Trauma","topic":"Surgical site infection prevention","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; Western University; McMaster University","funders":"","keywords":"Medicine; Interquartile range; Confidence interval; Surgery; Incidence (geometry); Cohort; Cohort study; Open fracture; Internal medicine; Orthopedic surgery","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":[0.0008381756,0.0001509452,0.0008355033,0.000414798,0.00004551284,0.00005699866,0.0001880268,0.00009574385,0.001452051],"category_scores_gemma":[0.00002980029,0.000113295,0.0002366558,0.001328471,0.00007291058,0.0005274863,0.000190999,0.0004184035,0.000001189917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006993972,"about_ca_system_score_gemma":0.00007164854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001232111,"about_ca_topic_score_gemma":0.00005329252,"domain_scores_codex":[0.9980431,0.0001359899,0.0009447131,0.0002164051,0.0005155873,0.0001442708],"domain_scores_gemma":[0.9985778,0.00009776633,0.0006901566,0.0001592686,0.0002504169,0.0002245792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001978251,0.0007551647,0.9774497,0.0001864598,0.001964023,0.0001938893,0.000242164,0.0002489939,0.00002834484,0.00001405495,0.0001116103,0.01682738],"study_design_scores_gemma":[0.01202999,0.001499321,0.9773615,0.0003928119,0.00174223,0.00006740323,0.000117356,0.00006242604,0.0000689068,0.0000117949,0.006542407,0.0001038348],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952735,0.0001463931,0.000597014,0.0005093663,0.00003837354,0.0006769517,0.00001243184,0.000006289804,0.002739641],"genre_scores_gemma":[0.9986352,0.0002282762,0.0008165846,0.0001614483,0.00003993171,0.000008220481,0.00003308391,0.00001453746,0.00006272878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01672354,"threshold_uncertainty_score":0.9994608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01799034554615894,"score_gpt":0.2929413497186435,"score_spread":0.2749510041724845,"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."}}