{"id":"W2543770476","doi":"10.1177/1479972316670104","title":"Multimorbidity, frailty and chronic obstructive pulmonary disease","year":2016,"lang":"en","type":"article","venue":"Chronic Respiratory Disease","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"West Park Healthcare Centre; University of Toronto","funders":"","keywords":"Pulmonary rehabilitation; Medicine; COPD; Multimorbidity; Rehabilitation; Pulmonary disease; Physical therapy; Chronic condition; Multidisciplinary approach; Pulmonary function testing; Mood; Disease; Intensive care medicine; Gerontology; Chronic disease; Psychiatry; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001580642,0.0005433329,0.0004658287,0.0002369787,0.0002421369,0.00008145157,0.0002905249,0.0001005539,0.002315072],"category_scores_gemma":[0.0003116012,0.0004032584,0.0002832833,0.0002477037,0.0009175936,0.0005917349,0.0004055059,0.0002108796,0.0003812389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001711988,"about_ca_system_score_gemma":0.002793044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008310759,"about_ca_topic_score_gemma":0.000008970295,"domain_scores_codex":[0.9967627,0.000125496,0.0004884058,0.001148512,0.0006583063,0.0008165829],"domain_scores_gemma":[0.9961485,0.0001230749,0.0001738259,0.001367133,0.0001229548,0.002064551],"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":[0.005770627,0.002878161,0.2520865,0.01126124,0.001176911,0.01453929,0.0001034443,0.0002156313,0.01973382,0.02134635,0.04154941,0.6293387],"study_design_scores_gemma":[0.005383783,0.00023141,0.7595533,0.0007987366,0.0007442386,0.000008793004,0.0000306341,0.000683201,0.0002161087,0.001727977,0.2299272,0.0006946582],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9376321,0.04648529,0.0004836237,0.003361771,0.000722116,0.002568174,0.0005561554,0.0007681328,0.007422676],"genre_scores_gemma":[0.9939874,0.0006190342,0.00003109214,0.0008063734,0.001381483,0.0002852984,0.00006403398,0.0001012273,0.002724047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.628644,"threshold_uncertainty_score":0.9998419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05221197024867075,"score_gpt":0.3218799696997809,"score_spread":0.2696679994511101,"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."}}