{"id":"W4239981836","doi":"10.21203/rs.2.13137/v3","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":false,"ca_institutions":"BC Centre for Disease Control; University of British Columbia","funders":"Health Canada","keywords":"Soft tissue; Antibiotics; Chart; Medicine; Retrospective cohort study; Intensive care medicine; Surgery; Biology; Microbiology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005388588,0.0006715514,0.0004920505,0.004577828,0.003577813,0.0015384,0.001097895,0.0007063322,0.002062122],"category_scores_gemma":[0.002362862,0.000658158,0.0005087013,0.007613814,0.001026384,0.0005748383,0.001241029,0.0005626796,0.0002790414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01570967,"about_ca_system_score_gemma":0.02152009,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9686294,"about_ca_topic_score_gemma":0.9776949,"domain_scores_codex":[0.9986614,0.00008222005,0.0001197269,0.0001994181,0.0004510383,0.0004860748],"domain_scores_gemma":[0.9968831,0.000203562,0.00077167,0.00008995048,0.001436352,0.000615334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002988247,0.00002641609,0.9966402,0.00002944262,0.0000156841,0.0003292903,0.0009396535,0.0000248731,0.0001639262,0.00002248971,0.000320206,0.001458006],"study_design_scores_gemma":[0.000002596558,0.00003794807,0.99535,0.00002900138,0.00001827551,0.0003706375,0.003511811,0.00006005209,0.00008381382,0.000007131862,0.0005169875,0.00001176618],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930171,0.0006216355,0.00007459843,0.00007249453,0.000007007389,0.0001219319,0.004220757,0.00001025474,0.001854352],"genre_scores_gemma":[0.9967307,0.0006424549,0.0002693992,0.00009488917,0.000005088488,0.00004772105,0.001752587,0.000005831789,0.0004513709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03137064,"threshold_uncertainty_score":0.1139821,"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."}}