{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003037415,0.000177828,0.0003378261,0.0003631232,0.00006725454,0.0001218231,0.0003453423,0.00006184397,0.001953417],"category_scores_gemma":[0.001102571,0.0001516613,0.0001449012,0.0001982158,0.00002867074,0.0003514561,0.0000472003,0.000238796,0.00002280936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001480973,"about_ca_system_score_gemma":0.002378617,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04927301,"about_ca_topic_score_gemma":0.09781486,"domain_scores_codex":[0.9968639,0.0001667608,0.0006759369,0.0002890143,0.001767762,0.0002366048],"domain_scores_gemma":[0.993794,0.0001702554,0.0005225405,0.0002929093,0.004753467,0.0004668024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008242818,0.0003373572,0.98612,0.00003105743,0.0004796981,0.006419274,0.0001264153,0.0006241183,0.0004470469,0.000008867452,0.001897016,0.002684873],"study_design_scores_gemma":[0.002931403,0.0001702945,0.9908653,0.001657814,0.0001724933,0.0002251538,0.0008949426,0.001562091,0.0002904592,0.00006540858,0.001026612,0.0001379881],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868281,0.001072983,0.0008872766,0.009906584,0.000664952,0.0003334582,0.000185498,0.00001301701,0.00010814],"genre_scores_gemma":[0.9964904,0.00002967051,0.000791662,0.001297842,0.0008860736,0.00001273273,0.0001268642,0.00002908199,0.0003356583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04854184,"threshold_uncertainty_score":0.9989589,"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."}}