{"id":"W3137244378","doi":"10.2147/copd.s290805","title":"Are COPD Prescription Patterns Aligned with Guidelines? Evidence from a Canadian Population-Based Study","year":2021,"lang":"en","type":"article","venue":"International Journal of COPD","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Advancing Health Outcomes; University of British Columbia","funders":"Reseau canadien de recherche respiratoire","keywords":"Medicine; COPD; Exacerbation; Medical prescription; Lama; Population; Internal medicine; Odds ratio; Cohort; Retrospective cohort study; Asthma; Pediatrics; Pharmacology; Environmental health","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":[0.008473882,0.0006792008,0.001593324,0.00485869,0.002512835,0.003039706,0.003544623,0.001502497,0.005102717],"category_scores_gemma":[0.04374942,0.000919966,0.002366555,0.0178641,0.0014317,0.0009834816,0.001364064,0.001366925,0.0004100126],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03021483,"about_ca_system_score_gemma":0.05714319,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9890478,"about_ca_topic_score_gemma":0.9891675,"domain_scores_codex":[0.9886403,0.001592965,0.00152399,0.001824912,0.005297924,0.001119843],"domain_scores_gemma":[0.9433758,0.009358844,0.01339367,0.002425976,0.02871752,0.002728111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002318138,0.00005230786,0.9810057,0.001126547,0.001145021,0.0000825861,0.0006549021,0.0001666784,0.00003086382,0.0002761413,0.003539537,0.01168798],"study_design_scores_gemma":[0.00007225572,0.00003057665,0.9950421,0.0008308921,0.0008210443,0.00006783319,0.000511562,0.0003097571,0.00001750976,0.00005483861,0.002210518,0.00003106118],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8071908,0.108406,0.001155391,0.007590285,0.0003808923,0.0005503349,0.04975412,0.00007507616,0.02489728],"genre_scores_gemma":[0.9718814,0.0181307,0.0009442818,0.0009839984,0.00008374289,0.0001071595,0.007441609,0.00002164217,0.0004053833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9697852,"threshold_uncertainty_score":0.219225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05167814975437226,"score_gpt":0.3608080992194503,"score_spread":0.309129949465078,"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."}}