{"id":"W3161426636","doi":"10.3138/jammi-2020-0010","title":"Development of a provincial interactive antibiogram tool for Ontario","year":2021,"lang":"en","type":"article","venue":"Journal of the Association of Medical Microbiology and Infectious Disease Canada","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Institute for Clinical Evaluative Sciences; Toronto East General Hospital; University of Toronto; Western University; London Health Sciences Centre; Kraft Heinz (Canada); Hotel Dieu Shaver Health and Rehabilitation Centre; Public Health Ontario; Ottawa Hospital; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Antibiogram; Antimicrobial stewardship; Medicine; Health care; Antibiotic resistance; Ciprofloxacin; Environmental health; Antibiotics; Political science; Microbiology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.005775822,0.0008773232,0.0005302133,0.003516346,0.00141829,0.001572115,0.001617672,0.0004348035,0.01996017],"category_scores_gemma":[0.023591,0.0007543094,0.0008725887,0.00322674,0.0003859416,0.001367753,0.001960708,0.000476022,0.003945548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009036999,"about_ca_system_score_gemma":0.02193795,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4546839,"about_ca_topic_score_gemma":0.6373466,"domain_scores_codex":[0.9972128,0.0006261957,0.0004819123,0.0003415077,0.001090483,0.0002470716],"domain_scores_gemma":[0.9767098,0.008739202,0.002272927,0.001566999,0.008970843,0.001740286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001715996,0.0007040986,0.2155776,0.002146563,0.0001859336,0.001162172,0.009502145,0.0031453,0.009702536,0.001076486,0.1688119,0.5862693],"study_design_scores_gemma":[0.0007808714,0.0008130483,0.4263902,0.001537296,0.0003518381,0.0005511623,0.006208071,0.06036605,0.01308976,0.001985065,0.4874772,0.0004493444],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.4009245,0.001097985,0.2198896,0.006861436,0.0003690734,0.01717681,0.1546555,0.1117715,0.08725362],"genre_scores_gemma":[0.459951,0.00111596,0.431208,0.0008152358,0.0001127569,0.00902364,0.06413084,0.003520507,0.03012207],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5453161,"threshold_uncertainty_score":0.9040746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003463613576635772,"score_gpt":0.2087331420711622,"score_spread":0.2052695284945264,"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."}}