{"id":"W4391882596","doi":"10.3390/ani14040626","title":"An Evaluation of the Impact of an OPEN Stewardship Generated Feedback Intervention on Antibiotic Prescribing among Primary Care Veterinarians in Canada and Israel","year":2024,"lang":"en","type":"article","venue":"Animals","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Public Health Ontario; University of Toronto; University of Guelph","funders":"Canadian Institutes of Health Research; Ministry of Health, State of Israel; Vetenskapsrådet","keywords":"Medicine; Psychological intervention; Antibiotic Stewardship; Rate ratio; Antimicrobial stewardship; Antibiotics; Receipt; Confidence interval; Interrupted Time Series Analysis; Intervention (counseling); Family medicine; Medical prescription; Stewardship (theology); Incidence (geometry); Emergency medicine; Internal medicine; Nursing; Antibiotic resistance; Accounting","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004255786,0.00009824393,0.0001961197,0.00005132414,0.00004232915,0.00002532373,0.0002168075,0.00008256203,0.00003227386],"category_scores_gemma":[0.00001964541,0.00006595545,0.00004013917,0.0001278518,0.00007356278,0.0001443901,0.00006753638,0.0001126985,0.000001088241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002284413,"about_ca_system_score_gemma":0.0005464804,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6896852,"about_ca_topic_score_gemma":0.5472431,"domain_scores_codex":[0.9988884,0.0004657864,0.0002446388,0.0002128439,0.00005844805,0.0001299381],"domain_scores_gemma":[0.999571,0.00002766998,0.00009325877,0.0002144189,0.00008086766,0.00001280066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002295821,0.0001051336,0.1569384,0.0002568446,0.000132903,0.000005815642,0.001045832,0.0003015294,0.8345259,0.00006344524,0.00005612583,0.006338516],"study_design_scores_gemma":[0.0005479231,0.000780682,0.9144462,0.0008622555,0.00005728946,0.000006373406,0.001638858,0.000333884,0.08123459,0.00001188928,0.000003183075,0.00007691252],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964088,0.002680793,0.000001376849,0.000009003316,0.0001477791,0.0004031717,0.00008146497,0.000005877567,0.0002617984],"genre_scores_gemma":[0.9998439,0.00001964591,0.000008843961,0.000009066901,0.000007169078,0.000001183164,0.00006228513,0.00001048066,0.0000374306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7575077,"threshold_uncertainty_score":0.4610186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03104565696384001,"score_gpt":0.3046050328239533,"score_spread":0.2735593758601133,"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."}}