{"id":"W1895653598","doi":"10.4212/cjhp.v68i5.1486","title":"A Qualitative Analysis of Implementation of Antimicrobial Stewardship at 3 Academic Hospitals: Understanding the Key Influences on Success","year":2015,"lang":"en","type":"article","venue":"The Canadian Journal of Hospital Pharmacy","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; Children's Hospital of Eastern Ontario; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Antimicrobial stewardship; Credibility; Antimicrobial; Qualitative research; Context (archaeology); Stewardship (theology); Health care; Medicine; Nursing; Public relations; Family medicine; Antibiotic resistance; Political science; Antibiotics; Microbiology; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001302799,0.0001319146,0.0003643184,0.0003064706,0.0002520737,0.00001596929,0.0005307742,0.0000663047,0.000128077],"category_scores_gemma":[0.0001069919,0.00007530363,0.0002071085,0.0005090266,0.0007508749,0.0001586295,0.00002845025,0.0003643254,0.000007807026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002809508,"about_ca_system_score_gemma":0.0007434349,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01104751,"about_ca_topic_score_gemma":0.01762098,"domain_scores_codex":[0.9984687,0.0004466345,0.0005971974,0.000105878,0.0001188025,0.0002628187],"domain_scores_gemma":[0.9983195,0.0002842462,0.000908217,0.0001421205,0.0002597454,0.00008618193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001157913,0.0001288986,0.4761207,0.00009359493,0.01580238,0.00004873695,0.4370865,0.001552365,0.03731475,0.009045307,0.02087379,0.0007750571],"study_design_scores_gemma":[0.009964303,0.003184453,0.205353,0.0006575389,0.00916943,0.00007971825,0.4195034,0.00002651987,0.344327,0.003901613,0.002877655,0.0009553408],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993385,0.002427633,0.00004370667,0.003107764,0.000567308,0.0001561212,0.0001454711,0.000002326991,0.0001646897],"genre_scores_gemma":[0.9995951,0.0001026657,0.000006471898,0.0001743673,0.00003525165,5.87894e-7,0.0000114679,0.000008140355,0.00006594641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3070122,"threshold_uncertainty_score":0.995538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07966446334045943,"score_gpt":0.3927212783509997,"score_spread":0.3130568150105403,"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."}}