{"id":"W4385502583","doi":"10.3389/fpubh.2023.1222149","title":"Perceptions of antimicrobial stewardship: identifying drivers and barriers across various professions in Canada utilizing a one health approach","year":2023,"lang":"en","type":"article","venue":"Frontiers in Public Health","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary","funders":"","keywords":"Antimicrobial stewardship; Blame; Stewardship (theology); Perception; Qualitative research; Qualitative property; Medicine; Medical education; Nursing; Psychology; Public relations; Family medicine; Political science; Antibiotic resistance; Sociology; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001394405,0.0001685559,0.0006167483,0.0003790192,0.0005034482,0.00001735222,0.0002381427,0.000173868,0.00001787116],"category_scores_gemma":[0.000107304,0.0001728334,0.00004252529,0.0009674555,0.0002805845,0.0001408955,0.0001432557,0.0005810926,0.000003097126],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000944866,"about_ca_system_score_gemma":0.006279612,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.445212,"about_ca_topic_score_gemma":0.5238128,"domain_scores_codex":[0.9971516,0.000579106,0.0006535959,0.0004284429,0.0000879719,0.001099304],"domain_scores_gemma":[0.9992599,0.00005181723,0.0002407588,0.0002498898,0.00003657333,0.000160996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000584308,0.0002363134,0.8861204,0.001351958,0.0001581337,0.00001330335,0.04782564,0.0000503982,0.001278263,0.0005390235,0.05069242,0.01167576],"study_design_scores_gemma":[0.002424567,0.00008545186,0.7059335,0.0006736556,0.000006915662,0.00001811418,0.2865362,0.0002982489,0.00006800235,0.00005741831,0.003560536,0.000337372],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873167,0.001313432,0.002612439,0.006295516,0.001453244,0.000620586,0.000211473,0.00005399177,0.0001226309],"genre_scores_gemma":[0.9957716,0.001683926,0.001481191,0.0005200635,0.00001091422,0.00001025226,0.0001595971,0.0000197152,0.0003426981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2387106,"threshold_uncertainty_score":0.9993539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03518729764837902,"score_gpt":0.2913758695342333,"score_spread":0.2561885718858543,"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."}}