{"id":"W3182124979","doi":"10.1080/24745332.2021.1913079","title":"Measuring chronic obstructive pulmonary disease (COPD) quality indicators using primary care electronic medical records (EMRs) in Ontario, Canada","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Respiratory Critical Care and Sleep Medicine","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Hospital for Sick Children; Women's College Hospital; Toronto Western Hospital; University of Toronto; University Health Network; Sunnybrook Health Science Centre; North York General Hospital; Institute for Clinical Evaluative Sciences","funders":"Institute for Clinical Evaluative Sciences","keywords":"COPD; Medicine; Spirometry; Population; Medical prescription; Smoking cessation; Medical record; Pulmonary rehabilitation; Disease management; Physical therapy; Intensive care medicine; Emergency medicine; Disease; Internal medicine; Asthma; Environmental health; Nursing; Pathology","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008237715,0.0004278532,0.001105931,0.0008219201,0.000305722,0.00003537921,0.0003341497,0.0002795846,0.001715068],"category_scores_gemma":[0.00308145,0.0004030122,0.0001999954,0.0007497449,0.001084246,0.0002504703,0.00009132866,0.002395718,0.00000107968],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.02197074,"about_ca_system_score_gemma":0.142935,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7172778,"about_ca_topic_score_gemma":0.987834,"domain_scores_codex":[0.994261,0.0005832625,0.001200172,0.0006727619,0.001976191,0.001306658],"domain_scores_gemma":[0.9917231,0.0004024555,0.0001821795,0.0005090089,0.001414185,0.005769094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007892308,0.00006979958,0.8587746,0.004114374,0.0001892001,0.06444794,0.001299645,0.00002010052,0.0002437102,0.0006087936,0.0001878417,0.06925479],"study_design_scores_gemma":[0.002851572,0.0005594612,0.9632955,0.002314442,0.000493697,0.0009416994,0.008204121,0.00003948071,0.00009585197,0.0001857523,0.02055025,0.000468195],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8274291,0.1679035,0.00002058481,0.001356686,0.0006323535,0.000285344,0.00006802634,0.000007805573,0.002296644],"genre_scores_gemma":[0.9967766,0.0001382562,0.00004840769,0.001957658,0.0009038855,0.00001081294,0.00007117118,0.00005824742,0.00003495689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2705563,"threshold_uncertainty_score":0.9999058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03553317294768629,"score_gpt":0.3018326437784569,"score_spread":0.2662994708307707,"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."}}