{"id":"W3171115011","doi":"10.1371/journal.pone.0252407","title":"Impact of a mobile decision support tool on antimicrobial stewardship indicators in St. John’s, Canada","year":2021,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women in Science and Engineering Newfoundland and Labrador; St. John’s Health Sciences Centre; Memorial University of Newfoundland","funders":"","keywords":"Antimicrobial stewardship; Medicine; Medical prescription; Antimicrobial; Antibiotic resistance; Incidence (geometry); Population; Defined daily dose; Emergency medicine; Retrospective cohort study; Antibiotics; Internal medicine; Environmental health; Biology; Pharmacology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00287222,0.0005362015,0.0004689624,0.001258103,0.002606776,0.002479172,0.001441715,0.0006290438,0.003329449],"category_scores_gemma":[0.01390809,0.0004095192,0.0006536869,0.001994727,0.001048846,0.0007382582,0.001565956,0.001051747,0.0003080357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05549912,"about_ca_system_score_gemma":0.1422385,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9912091,"about_ca_topic_score_gemma":0.9945078,"domain_scores_codex":[0.9960128,0.000652277,0.0002484461,0.0003589928,0.001752202,0.000975355],"domain_scores_gemma":[0.9857957,0.001874114,0.001140435,0.0002151566,0.006645309,0.004329229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001617167,0.002133408,0.8019113,0.0008401933,0.0002009859,0.0004839894,0.005018455,0.002026774,0.001148731,0.0006316401,0.01697811,0.1670092],"study_design_scores_gemma":[0.0002306982,0.001094286,0.9772918,0.0005019623,0.0001132781,0.0001064371,0.004897674,0.005593066,0.0006281557,0.0001081369,0.00932075,0.0001138189],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872888,0.001210184,0.0003331346,0.003260101,0.00007675414,0.000393253,0.002103512,0.0001054677,0.005228765],"genre_scores_gemma":[0.9918007,0.001198715,0.002173758,0.0006750228,0.00002913134,0.0001523822,0.0008967048,0.00002729224,0.003046188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05549912,"threshold_uncertainty_score":0.4026762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01251998459970808,"score_gpt":0.2316249976024451,"score_spread":0.219105013002737,"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."}}