{"id":"W6944804656","doi":"10.20381/ruor-30248","title":"Patterns of Outpatient Antibiotic Prescribing in Older Adults by Social Determinants of Health Before and During COVID-19","year":2024,"lang":"en","type":"dissertation","venue":"University of Ottawa - Library","topic":"Gene expression and cancer classification","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical prescription; Psychological intervention; Social determinants of health; Pandemic; Immigration; Cohort study; Health care; Cohort","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004218846,0.0001040419,0.0002210423,0.0001282395,0.00004489977,0.000003773107,0.0001275075,0.000188756,0.00001783161],"category_scores_gemma":[0.000006951927,0.0001204097,0.00006216347,0.00006574212,0.00003053984,0.00001171278,0.00006776965,0.00007630143,1.427709e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001605933,"about_ca_system_score_gemma":0.0001993382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002972364,"about_ca_topic_score_gemma":0.0003871261,"domain_scores_codex":[0.9992723,0.0000551074,0.0002267449,0.0002554809,0.00009495977,0.000095367],"domain_scores_gemma":[0.9994804,0.000003396748,0.0003358176,0.0001127323,0.00001769341,0.00004999361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008606489,0.0004729683,0.8537315,0.0193557,0.0001062031,0.00001234841,0.02628916,0.000008473477,0.07582434,0.00006210936,0.009624134,0.01365242],"study_design_scores_gemma":[0.001618142,0.0003357191,0.8113883,0.001679771,0.00003300331,0.000001184343,0.01709406,0.00003232867,0.1656175,0.00001246907,0.001956461,0.0002310436],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998325,0.0009337481,0.00001121364,0.00007769447,0.00007509843,0.00019053,0.0002494986,0.000005209519,0.0001320376],"genre_scores_gemma":[0.9969119,0.0003496697,0.00003167671,0.00001886662,0.00001261354,2.303895e-7,0.00117817,0.00001389827,0.001482937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08979315,"threshold_uncertainty_score":0.4910164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007874280471374572,"score_gpt":0.2403492209132997,"score_spread":0.2324749404419252,"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."}}