{"id":"W4376613432","doi":"10.1016/j.jval.2023.04.013","title":"Impacts of Chronic Obstructive Pulmonary Disease Care Pathway on Healthcare Utilization and Costs: A Matched Multiple Control Cohort Study in Saskatchewan, Canada","year":2023,"lang":"en","type":"article","venue":"Value in Health","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina; Saskatchewan Health Quality Council; Saskatchewan Health Authority; University of Saskatchewan; Saskatchewan Health","funders":"Ministry of Health, Saskatchewan","keywords":"Medicine; COPD; Health care; Spirometry; Pulmonary disease; Cohort; Emergency medicine; Clinical pathway; Internal medicine; Physical therapy; Family medicine; Nursing","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":[0.001170661,0.0008399092,0.000702325,0.001333516,0.00323664,0.001534283,0.001768734,0.0007218661,0.00187643],"category_scores_gemma":[0.001672524,0.000635454,0.001074139,0.004055054,0.001078244,0.0006114607,0.001034359,0.0009878071,0.0003196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02630562,"about_ca_system_score_gemma":0.02975258,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9854774,"about_ca_topic_score_gemma":0.991016,"domain_scores_codex":[0.9978611,0.0003229239,0.0001759356,0.0005070766,0.0005501173,0.0005828434],"domain_scores_gemma":[0.9977696,0.0001485191,0.0005591204,0.0001732205,0.0008311355,0.0005183154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001320047,0.0001076239,0.9969927,0.00002288519,0.0001951272,0.0001050598,0.0002657288,0.00008065349,0.0001861773,0.00007418925,0.0006166418,0.001221258],"study_design_scores_gemma":[0.00005866772,0.00007625407,0.9974075,0.00003052196,0.0001009707,0.00006057397,0.001200661,0.0003722987,0.00007072718,0.00002803164,0.0005780075,0.00001592369],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947068,0.0004112622,0.0002514275,0.000198839,0.00002697319,0.0001643689,0.003340055,0.000008530744,0.0008918716],"genre_scores_gemma":[0.9962122,0.00037503,0.0003310983,0.0002450888,0.00001193061,0.0001044864,0.001774243,0.000005291445,0.0009407197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02630562,"threshold_uncertainty_score":0.1908615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02897279227828827,"score_gpt":0.313842896047916,"score_spread":0.2848701037696277,"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."}}