{"id":"W2063718063","doi":"10.1371/journal.pone.0061899","title":"Infectious Events Prior to Chemotherapy Initiation in Children with Acute Myeloid Leukemia","year":2013,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Neutropenia and Cancer Infections","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Centre Hospitalier Universitaire de Sherbrooke; Alberta Hospital Edmonton; Centre hospitalier universitaire de Québec; Janeway Children's Health and Rehabilitation Centre; Cancer Care South East; Stollery Children's Hospital; Izaak Walton Killam Health Centre; Alberta Children's Hospital; University of Alberta Hospital; CancerCare Manitoba; Hospital for Sick Children; Institute for Clinical Evaluative Sciences; Population Health Research Institute; Children's Hospital of Eastern Ontario; Montreal Children's Hospital; Centre Hospitalier Universitaire Sainte-Justine; Hamilton Health Sciences; British Columbia Children's Hospital; SickKids Foundation; London Health Sciences Centre; McMaster Children's Hospital","funders":"Canadian Institutes of Health Research; C17 Council; BC Children's Hospital","keywords":"Medicine; Myeloid leukemia; Neutropenia; Bacteremia; Febrile neutropenia; Leukemia; Chemotherapy; Myeloid; Acute leukemia; Cohort; Empiric therapy; Population; Intensive care medicine; Internal medicine; Pediatrics; Immunology; Antibiotics; Pathology; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003559614,0.000107282,0.0002034037,0.0001360016,0.00004454525,0.00001563675,0.0000443374,0.0000502733,0.0003892262],"category_scores_gemma":[0.00001071047,0.00009016853,0.00002355178,0.0003172028,0.00001269882,0.00014159,0.00001389746,0.0001589796,0.0003717415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002916409,"about_ca_system_score_gemma":0.0001230537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004325163,"about_ca_topic_score_gemma":0.000112036,"domain_scores_codex":[0.9992799,0.00001528435,0.0001392914,0.0001852709,0.0002008209,0.0001794543],"domain_scores_gemma":[0.9995703,0.000008681842,0.00004128133,0.0001884937,0.00008562802,0.000105586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001004437,0.0007332821,0.9481462,0.00001750064,0.0004344438,0.000002501638,0.0002248136,0.000006503452,0.04708886,0.00001281601,0.000217309,0.003015325],"study_design_scores_gemma":[0.002587729,0.0006086745,0.9594138,0.0001479083,0.0001389347,0.00003482612,0.000007325061,0.00001070263,0.03683674,0.00005071122,0.00004831716,0.0001143403],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951848,0.00001189852,0.00004580367,0.001098323,0.00001754934,0.001387377,0.000003095722,0.00008284792,0.002168263],"genre_scores_gemma":[0.9961293,0.00008402551,0.000566682,0.001953537,0.0001361469,0.0004036595,0.000018255,0.00002820894,0.0006801734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01126759,"threshold_uncertainty_score":0.4778108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01494210964495378,"score_gpt":0.2420855822306523,"score_spread":0.2271434725856985,"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."}}