{"id":"W4403690868","doi":"10.1017/s0950268824001365","title":"Risk factors associated with antibiotic prescriptions for cases of enteric pathogens in Canada, 2015–2019","year":2024,"lang":"en","type":"article","venue":"Epidemiology and Infection","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada; University of Alberta; University of Guelph; Public Health Agency of Canada","funders":"Ontario Veterinary College, University of Guelph; Public Health Agency of Canada","keywords":"Antibiotic Stewardship; Medicine; Logistic regression; Medical prescription; Antibiotics; Antibiotic resistance; Stewardship (theology); Antimicrobial stewardship; Intensive care medicine; Environmental health; Internal medicine; Microbiology; Nursing; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004558983,0.0002371649,0.0002535409,0.001102493,0.001230439,0.0009504437,0.0008219077,0.0003398039,0.002014785],"category_scores_gemma":[0.002749983,0.0002338806,0.0004830235,0.002128602,0.0004293073,0.000292427,0.0007104618,0.000892733,0.0001556524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01284078,"about_ca_system_score_gemma":0.02423892,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9735527,"about_ca_topic_score_gemma":0.9823738,"domain_scores_codex":[0.9992658,0.00005349556,0.00006543403,0.00009995687,0.0002825546,0.0002327614],"domain_scores_gemma":[0.9977378,0.0001367911,0.0007807883,0.00006050892,0.00074121,0.0005428556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002736992,0.00001460368,0.9976639,0.00001461176,0.00002065722,0.00004108492,0.00008394667,0.00006537138,0.00004451551,0.00003185961,0.0007029278,0.001289253],"study_design_scores_gemma":[0.000001725551,0.00001387687,0.9984525,0.0000262041,0.00001512036,0.00007705471,0.0004362537,0.0003655677,0.00003038841,0.00001438026,0.0005621782,0.000004753452],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873117,0.00109776,0.0001747297,0.000813187,0.00002980156,0.00004617024,0.00783774,0.00002244487,0.002666547],"genre_scores_gemma":[0.99678,0.0004822556,0.0001281204,0.00007882485,0.00001060028,0.00001073333,0.001999021,0.000003857107,0.0005067291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0264473,"threshold_uncertainty_score":0.09316683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05352684226845975,"score_gpt":0.3285567165051473,"score_spread":0.2750298742366875,"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."}}