{"id":"W4408073040","doi":"10.1016/j.cmi.2025.02.025","title":"Patterns of outpatient antibiotic prescribing in older adults by social determinants of healthcare access: a population-based retrospective cohort study","year":2025,"lang":"en","type":"article","venue":"Clinical Microbiology and Infection","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Public Health Ontario; Toronto Public Health; University Health Network; Ottawa Public Health; Ottawa Hospital; University of Ottawa; Regional Municipality of Waterloo; Sunnybrook Health Science Centre; University of Waterloo","funders":"Canadian Institutes of Health Research","keywords":"Retrospective cohort study; Medicine; Health care; Cohort; Family medicine; Cohort study; Gerontology; Population; Environmental health; Internal medicine","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":[0.001119467,0.0004152277,0.0004403636,0.0008445635,0.0009156325,0.0008549152,0.0007630676,0.0004919814,0.001006689],"category_scores_gemma":[0.002198333,0.0005187559,0.0008921135,0.00183384,0.0003676249,0.0005015862,0.00069295,0.0006575843,0.0002288865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001523109,"about_ca_system_score_gemma":0.001848028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2782672,"about_ca_topic_score_gemma":0.3631654,"domain_scores_codex":[0.9990287,0.0001249232,0.0001281627,0.0003052584,0.000212593,0.000200376],"domain_scores_gemma":[0.9980134,0.0001084555,0.0008982325,0.0002856239,0.000389258,0.0003050096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003415345,0.00001394327,0.9993976,0.000005602469,0.00005105065,0.00002151613,0.00008202932,0.00001038118,0.00004691051,0.000007766695,0.0001160262,0.0002129075],"study_design_scores_gemma":[0.000007195347,0.00003741649,0.9993922,0.000008171285,0.00002577928,0.00007077038,0.0001847194,0.00008780738,0.00001471485,0.000007538387,0.0001598499,0.000003910017],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962174,0.0001950878,0.0001446611,0.00004640906,0.000007818947,0.00004771003,0.003005268,0.000005203269,0.0003303323],"genre_scores_gemma":[0.997794,0.0001274377,0.0001683982,0.00005694781,0.000009695656,0.00004618398,0.001610997,0.000003379097,0.0001827968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2782672,"threshold_uncertainty_score":0.5532951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01740643265393484,"score_gpt":0.3380879588542871,"score_spread":0.3206815262003523,"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."}}