{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001130237,0.0005545109,0.0005721328,0.007305952,0.003119577,0.001563739,0.0012291,0.0004294067,0.001168664],"category_scores_gemma":[0.003599758,0.0005807262,0.0004423155,0.01074999,0.0009540601,0.0003886292,0.0009745776,0.000378107,0.0001898225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01897236,"about_ca_system_score_gemma":0.03047581,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.955267,"about_ca_topic_score_gemma":0.9719539,"domain_scores_codex":[0.9975868,0.0001418173,0.0003134178,0.0003475329,0.001156364,0.0004540244],"domain_scores_gemma":[0.9927526,0.0005606075,0.001889031,0.0002330646,0.003627409,0.0009373205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004884669,0.00002970476,0.9913778,0.0002293681,0.00004366888,0.0006797118,0.001236442,0.00003685613,0.0002593925,0.00002099138,0.0007745707,0.00526264],"study_design_scores_gemma":[0.000004706603,0.00004489062,0.9957541,0.0001297799,0.00003571645,0.0005438885,0.00206713,0.00008473951,0.0001272605,0.000005569043,0.001191132,0.00001104222],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848673,0.003630993,0.0001461281,0.0001121217,0.000014809,0.0004376817,0.008398226,0.00002229302,0.00237038],"genre_scores_gemma":[0.9918677,0.002932931,0.0005480484,0.0001347446,0.00001145163,0.0001363306,0.004009457,0.00000696753,0.0003523648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04473305,"threshold_uncertainty_score":0.1376547,"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."}}