{"id":"W4410276389","doi":"10.1164/ajrccm.2025.211.abstracts.a7130","title":"Development and Validation of EPIC-USA: A COPD Policy Model for the United States","year":2025,"lang":"en","type":"article","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; EPIC; COPD; MEDLINE; Intensive care medicine; Internal medicine; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004316786,0.0007636029,0.0007227396,0.001249878,0.0006154378,0.001601059,0.002333967,0.001223354,0.005198543],"category_scores_gemma":[0.01211882,0.0006224025,0.001095937,0.001422887,0.0005124569,0.0009203658,0.001308029,0.001601684,0.0006586823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003845768,"about_ca_system_score_gemma":0.007017186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1522214,"about_ca_topic_score_gemma":0.08700618,"domain_scores_codex":[0.9987459,0.0006999774,0.00006209378,0.0001956188,0.0001777339,0.0001185306],"domain_scores_gemma":[0.9947852,0.002839334,0.0002747292,0.0002700204,0.001589897,0.000240773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000668799,0.00008832746,0.006723545,0.00004288948,0.00004259107,0.00007691651,0.00003651334,0.9791918,0.00008108661,0.004584941,0.005314723,0.003749699],"study_design_scores_gemma":[0.0000593282,0.00003190198,0.001262098,0.00003179682,0.00001773522,0.00001896469,0.00003666153,0.9922832,0.0001615706,0.002302598,0.003776968,0.00001716153],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6316067,0.0008439676,0.2405234,0.005417537,0.0005164394,0.002238895,0.05276749,0.003000153,0.06308547],"genre_scores_gemma":[0.8600605,0.0004527411,0.1137048,0.0008717597,0.00007253618,0.001571481,0.01772958,0.0003047283,0.005231925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1522214,"threshold_uncertainty_score":0.3026707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03607161180493274,"score_gpt":0.3753486714014685,"score_spread":0.3392770595965358,"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."}}