{"id":"W4407321166","doi":"10.3138/jammi-2023-0041","title":"Impact of adherence with in-patient prospective audit and feedback recommendations on patient and economic outcomes","year":2025,"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":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. John’s Health Sciences Centre; Government of Newfoundland and Labrador; Newfoundland and Labrador Centre for Applied Health Research; Memorial University of Newfoundland","funders":"","keywords":"Medicine; Piperacillin/tazobactam; Ertapenem; Antimicrobial stewardship; Internal medicine; Antimicrobial; Prospective cohort study; Meropenem; Retrospective cohort study; Tazobactam; Propensity score matching; Piperacillin; Clostridium difficile; Emergency medicine; Imipenem; Intensive care medicine; Antibiotics; Antibiotic resistance; Pseudomonas aeruginosa","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":[0.01250761,0.0002498335,0.0004146538,0.0007110236,0.0004976798,0.001347355,0.0006313427,0.0005046324,0.001883476],"category_scores_gemma":[0.04151346,0.000208772,0.0005478734,0.0009570782,0.0003005651,0.0005607642,0.0007969316,0.000649053,0.0001856313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002249138,"about_ca_system_score_gemma":0.004162776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01557358,"about_ca_topic_score_gemma":0.01489737,"domain_scores_codex":[0.9881048,0.006073387,0.001508027,0.0006511037,0.002340311,0.001322425],"domain_scores_gemma":[0.9410236,0.01311781,0.03330259,0.003144961,0.005177552,0.004233543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003768664,0.0004703697,0.9831787,0.00005521283,0.0001036571,0.00002609909,0.0001010589,0.0001778325,0.00003495566,0.00001901255,0.0005412015,0.01491496],"study_design_scores_gemma":[0.00006178641,0.0008788117,0.9974396,0.00007079531,0.00006603841,0.00009350009,0.0001505119,0.0006136792,0.0001065323,0.00002578816,0.000483255,0.000009686336],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967203,0.0003201175,0.0002913933,0.0007487633,0.00002758729,0.0001153516,0.0006891514,0.00001633516,0.001071156],"genre_scores_gemma":[0.998632,0.0001154413,0.0004480135,0.0001169014,0.00002496946,0.00004997835,0.0004395095,0.000002445427,0.0001707071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01557358,"threshold_uncertainty_score":0.06614739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002444780760253573,"score_gpt":0.2208567009346554,"score_spread":0.2184119201744018,"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."}}