{"id":"W4253108473","doi":"10.21203/rs.2.13137/v2","title":"Antibiotic use among twelve Canadian First Nations communities: A retrospective chart review of skin and soft tissue infections","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; BC Centre for Disease Control; University of British Columbia","funders":"Health Canada; Indigenous Services Canada","keywords":"Soft tissue; Chart; Antibiotics; Medicine; Retrospective cohort study; Surgery; Microbiology; Biology; Statistics","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":[0.0007996742,0.0001664653,0.00029838,0.0002642249,0.0005074154,0.0001546315,0.000282135,0.000264733,0.000137345],"category_scores_gemma":[0.004677908,0.0001868626,0.00009412724,0.0003655079,0.0003471845,0.0000106481,0.0006097674,0.0006530092,0.00001115473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001433878,"about_ca_system_score_gemma":0.0006433827,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.143892,"about_ca_topic_score_gemma":0.5855006,"domain_scores_codex":[0.9982526,0.0004603782,0.0003430181,0.0004037934,0.0002571186,0.00028313],"domain_scores_gemma":[0.997534,0.0001749056,0.0001281918,0.0007498379,0.001151992,0.0002610317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004570832,0.0006026916,0.8516915,0.07476682,0.0006314019,0.00002111075,0.005292561,0.00004333345,0.03461968,0.001625222,0.02891413,0.001745842],"study_design_scores_gemma":[0.00037989,0.0006084026,0.9171879,0.02211161,0.0000850142,0.0000135509,0.001676887,0.0002535833,0.006590882,0.000240283,0.05016096,0.0006910347],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838759,0.005385489,0.0001489903,0.003096505,0.0002576925,0.002801125,0.001838587,0.00003940146,0.002556339],"genre_scores_gemma":[0.9814807,0.01608977,0.0001117605,0.0000691718,0.0001301528,0.00006268177,0.00173635,0.0000265979,0.0002928484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4416085,"threshold_uncertainty_score":0.8618088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06063397220818542,"score_gpt":0.3643167411115475,"score_spread":0.3036827689033621,"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."}}