{"id":"W4246520144","doi":"10.21203/rs.2.13137/v1","title":"Antibiotic use among twelve Canadian First Nations communities: A retrospective chart review of skin and soft tissue infections","year":2019,"lang":"en","type":"preprint","venue":"Research Square","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Centre for Disease Control; University of British Columbia","funders":"Health Canada; Indigenous Services Canada","keywords":"Soft tissue; Antibiotics; Chart; Medicine; Intensive care medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005471598,0.0006833724,0.0005086872,0.004656936,0.003582875,0.001565163,0.001096691,0.0007106718,0.002001001],"category_scores_gemma":[0.00240295,0.000659597,0.0005226187,0.007689565,0.001054606,0.0005697862,0.001254801,0.0005712631,0.0002714399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01586211,"about_ca_system_score_gemma":0.02134916,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9675694,"about_ca_topic_score_gemma":0.9765479,"domain_scores_codex":[0.9986196,0.00008469403,0.0001252039,0.0002070303,0.0004662804,0.00049718],"domain_scores_gemma":[0.9967469,0.0002105622,0.0008145422,0.00009651646,0.001490869,0.0006405973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002982993,0.00002602776,0.9966592,0.00002998023,0.00001642864,0.0003235695,0.0009410686,0.00002421442,0.0001652565,0.00002206673,0.0003133497,0.001449066],"study_design_scores_gemma":[0.000002533875,0.00003822301,0.9954278,0.00003007165,0.00001895084,0.0003739171,0.003427933,0.00005891676,0.00008423836,0.00000714293,0.0005181432,0.00001202823],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930894,0.0006605783,0.00007532434,0.00007331965,0.000007237901,0.0001196912,0.004144684,0.00001036283,0.001819481],"genre_scores_gemma":[0.9968246,0.000640336,0.0002611866,0.00009379476,0.000005166978,0.00004569221,0.001692275,0.000005697374,0.0004313094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03243059,"threshold_uncertainty_score":0.1150882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04640111263704205,"score_gpt":0.3582906831784042,"score_spread":0.3118895705413622,"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."}}