{"id":"W2105742708","doi":"10.1177/1479972312471550","title":"Reducing emergency room utilization in end-stage COPD – feasible or fantasy?","year":2013,"lang":"en","type":"article","venue":"Chronic Respiratory Disease","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre","funders":"","keywords":"Medicine; COPD; Pulmonary disease; Intensive care medicine; Fantasy; Anxiety; Stage (stratigraphy); Internal medicine; Psychiatry","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":[0.009349475,0.0006122391,0.0003780576,0.0005092754,0.002373253,0.003096896,0.002174999,0.006865195,0.00275818],"category_scores_gemma":[0.01983073,0.0001919707,0.000579978,0.0003900706,0.004681905,0.005353365,0.003754278,0.005911584,0.0005009283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001606644,"about_ca_system_score_gemma":0.00354622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001141813,"about_ca_topic_score_gemma":0.00276534,"domain_scores_codex":[0.9944339,0.004103967,0.0002131298,0.0001351629,0.0006582526,0.0004554667],"domain_scores_gemma":[0.9939614,0.003451096,0.0007447017,0.0001825369,0.0005224916,0.001137672],"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":[0.0006318088,0.001865324,0.02746288,0.005228013,0.0003158092,0.03203963,0.04138783,0.002648848,0.003314997,0.1529635,0.1277995,0.6043419],"study_design_scores_gemma":[0.0006005664,0.004205478,0.02653205,0.01291489,0.0002494955,0.0516325,0.2005173,0.003668496,0.002457021,0.2114317,0.4853456,0.0004449436],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03936376,0.02342354,0.004726809,0.9089851,0.003159382,0.00007907632,0.00003089122,0.00005186516,0.02017958],"genre_scores_gemma":[0.80963,0.04458803,0.02237955,0.1116685,0.007396708,0.0003631071,0.00007312714,0.00004598912,0.003854914],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009349475,"threshold_uncertainty_score":0.04944539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06348575750135503,"score_gpt":0.3492206923338522,"score_spread":0.2857349348324971,"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."}}