{"id":"W2232292671","doi":"10.1378/chest.2230696","title":"Educating Cardiologists on COPD Management to Improve CVD Outcomes","year":2015,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; COPD; Spirometry; Pneumonia; Disease; Obstructive lung disease; Physical therapy; Pulmonary disease; Intensive care medicine; Internal medicine; Emergency medicine; Asthma","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.003092473,0.0003870691,0.000456392,0.0007326441,0.001598151,0.001455224,0.000583631,0.002874494,0.01073874],"category_scores_gemma":[0.01945124,0.0003710263,0.00073361,0.0002948421,0.0002819182,0.001071581,0.001363544,0.004187367,0.001759001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009092162,"about_ca_system_score_gemma":0.003708259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003858007,"about_ca_topic_score_gemma":0.01431123,"domain_scores_codex":[0.9985526,0.0006715268,0.0001094134,0.00009641709,0.0003174934,0.0002525123],"domain_scores_gemma":[0.9862941,0.006292207,0.001140475,0.0002241824,0.001462878,0.004586102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004974002,0.0211782,0.1585689,0.002207439,0.0003739412,0.001611202,0.005531088,0.0006983344,0.003505609,0.001118326,0.236037,0.5686726],"study_design_scores_gemma":[0.002999997,0.006147997,0.6728211,0.0122653,0.001961093,0.002758741,0.01205243,0.002768809,0.004567479,0.008461494,0.27296,0.0002356574],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3389258,0.02206193,0.006779633,0.521861,0.01105717,0.001083323,0.0003170337,0.0005774493,0.09733666],"genre_scores_gemma":[0.7369727,0.02696549,0.02608038,0.1720896,0.01578018,0.001061732,0.0003891507,0.00009227272,0.02056856],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01073874,"threshold_uncertainty_score":0.03592461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0485610183575518,"score_gpt":0.3554793259862226,"score_spread":0.3069183076286708,"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."}}