{"id":"W2239711506","doi":"10.1183/23120541.00050-2015","title":"Pulmonary rehabilitation and severe exacerbations of COPD: solution or white elephant?","year":2015,"lang":"en","type":"article","venue":"ERJ Open Research","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"West Park Healthcare Centre","funders":"Health Technology Assessment Programme; Imperial College London; Medical Research Council; National Institute for Health and Care Research; Royal Brompton and Harefield NHS Foundation Trust","keywords":"Medicine; Pulmonary rehabilitation; Exacerbation; Observational study; COPD; Quality of life (healthcare); Physical therapy; Psychological intervention; Rehabilitation; Referral; Intensive care medicine; Anxiety; Internal medicine; Nursing; 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":[0.004914699,0.0006205917,0.002119323,0.001389414,0.001156806,0.002809289,0.001240452,0.005979658,0.01566595],"category_scores_gemma":[0.01112816,0.0003131348,0.001760983,0.001478596,0.003658136,0.007179186,0.003940461,0.005449872,0.002110366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008778622,"about_ca_system_score_gemma":0.002930154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002424626,"about_ca_topic_score_gemma":0.00644732,"domain_scores_codex":[0.9979184,0.001112692,0.0002829081,0.0001887483,0.0003395387,0.0001576791],"domain_scores_gemma":[0.9958884,0.002531253,0.0006854552,0.000153646,0.00036689,0.0003744019],"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":[0.0009742617,0.000240866,0.001341918,0.02186044,0.0007368322,0.0005505679,0.001592213,0.0001370538,0.0005304298,0.01972108,0.1033657,0.8489486],"study_design_scores_gemma":[0.001798837,0.001326411,0.00788827,0.1144221,0.001747722,0.003190209,0.006786492,0.0003449653,0.0003166641,0.06867853,0.7933612,0.0001386514],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.003387518,0.6727678,0.0004476453,0.3040457,0.01479227,0.00003623039,0.00004083422,0.00002843092,0.004453564],"genre_scores_gemma":[0.03060228,0.7937822,0.002429586,0.1321326,0.03221883,0.0001965877,0.0000817995,0.00003688969,0.008519187],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01566595,"threshold_uncertainty_score":0.0524078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1163653543879516,"score_gpt":0.4192594850290179,"score_spread":0.3028941306410663,"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."}}