{"id":"W2103754120","doi":"10.1016/j.burns.2013.04.009","title":"Identification of predictors of early infection in acute burn patients","year":2013,"lang":"en","type":"article","venue":"Burns","topic":"Burn Injury Management and Outcomes","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Sepsis; Intubation; Prospective cohort study; Population; Fraction of inspired oxygen; Retrospective cohort study; Burn injury; Blood pressure; Internal medicine; Emergency medicine; Intensive care medicine; Surgery; Mechanical ventilation","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":[0.0008769572,0.0004540659,0.0005343716,0.001260025,0.0007907456,0.001416888,0.0004511616,0.0007938864,0.002753262],"category_scores_gemma":[0.007518786,0.0004345411,0.0005265215,0.001140066,0.0004056815,0.001302257,0.0008731543,0.001959317,0.0002582114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000482589,"about_ca_system_score_gemma":0.001203917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002117063,"about_ca_topic_score_gemma":0.00301513,"domain_scores_codex":[0.9991183,0.0002370687,0.0001218647,0.00005704052,0.0001457377,0.00032001],"domain_scores_gemma":[0.9952931,0.001604331,0.001739662,0.0001124111,0.0004233621,0.0008271465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001110933,0.00006623022,0.9985437,0.000006755114,0.000009360819,0.00009126548,0.00004135453,0.00002751888,0.00006621689,0.0000173272,0.00005868836,0.0009605423],"study_design_scores_gemma":[0.000009769063,0.0002191938,0.9967212,0.0000358861,0.00003061881,0.0007744008,0.001142311,0.0005866531,0.0002115349,0.0001286155,0.0001317291,0.000008093364],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998415,0.0004064572,0.0001081898,0.0002093395,0.00001636607,0.00001246495,0.00007321325,0.00000363896,0.0007553527],"genre_scores_gemma":[0.9994766,0.0001530009,0.0001401101,0.00002807139,0.00002015753,0.000007358591,0.00008071021,0.00000171501,0.00009230133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002753262,"threshold_uncertainty_score":0.009210587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01023930673598959,"score_gpt":0.2591270696163275,"score_spread":0.2488877628803379,"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."}}