{"id":"W4404090533","doi":"10.1183/13993003.congress-2024.pa1294","title":"Twenty-year trends in excess costs of chronic obstructive pulmonary disease.","year":2024,"lang":"en","type":"article","venue":"Epidemiology","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Studies; University of British Columbia","funders":"","keywords":"Pulmonary disease; Medicine; Intensive care medicine; Disease; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009858251,0.0003001328,0.0009355633,0.0008616968,0.00004064522,0.000005752508,0.0002589481,0.0002097916,0.002137817],"category_scores_gemma":[0.0009712531,0.0002658507,0.0003335279,0.001004801,0.0006873438,0.0001583062,0.0002099781,0.0007090897,0.0001461231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001552114,"about_ca_system_score_gemma":0.0006219402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002835417,"about_ca_topic_score_gemma":0.00004231926,"domain_scores_codex":[0.9965072,0.0006816343,0.0007986206,0.0008846549,0.0002891097,0.0008388079],"domain_scores_gemma":[0.9972785,0.001381626,0.0001134088,0.0006455584,0.0000939314,0.0004869913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001137989,0.0005338147,0.6751606,0.001883997,0.0002523421,0.002577375,0.000115854,0.0002335862,0.0007856889,0.03361711,0.00388777,0.2798139],"study_design_scores_gemma":[0.0006974523,0.0001331256,0.9711152,0.0004929258,0.0001004104,0.00009669361,0.0001076339,0.01234606,0.00004913353,0.008179902,0.006468323,0.0002131449],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9050613,0.06336657,0.0002313747,0.008721211,0.001245481,0.0008089297,0.0003646786,0.0001995416,0.02000089],"genre_scores_gemma":[0.9954928,0.0005149528,0.0001608988,0.0001540797,0.0006243121,0.0001160935,0.0003115309,0.00005821995,0.0025671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2959546,"threshold_uncertainty_score":0.9999794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03873512274337525,"score_gpt":0.3642603597371437,"score_spread":0.3255252369937685,"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."}}