{"id":"W2033296856","doi":"10.1378/chest.130.6.1704","title":"Economic Benefits of Self-Management Education in COPD","year":2006,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":194,"is_retracted":false,"has_abstract":false,"ca_institutions":"Boehringer Ingelheim (Canada); McGill University; Jewish General Hospital; Royal Victoria Hospital; McGill University Health Centre","funders":"","keywords":"Medicine; Referral; COPD; Context (archaeology); Randomized controlled trial; Disease management; Health care; Emergency medicine; Intervention (counseling); Physical therapy; Respiratory care; Intensive care medicine; Family medicine; Disease; Nursing; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001951452,0.00008984029,0.000173791,0.0002640873,0.00003717191,0.00001726931,0.0001017305,0.00004000651,0.0003604537],"category_scores_gemma":[0.000007743755,0.00008710591,0.00007081903,0.0001048009,0.00004210398,0.0001031424,0.00003701075,0.0002076544,0.00006146757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000933999,"about_ca_system_score_gemma":0.000732098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006058262,"about_ca_topic_score_gemma":0.00003859424,"domain_scores_codex":[0.9991056,0.00002590366,0.0003134375,0.0001414884,0.0001975273,0.000216061],"domain_scores_gemma":[0.9995096,0.00001917139,0.0001085121,0.0001656433,0.00007167063,0.0001253672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002696166,0.002296184,0.8366714,0.001398123,0.0001554835,0.0001487812,0.0002076597,0.001051794,0.0005375276,0.007924843,0.01334083,0.1359978],"study_design_scores_gemma":[0.001450764,0.00003619438,0.9884901,0.0001986777,0.00004478511,0.0001759322,0.0002280105,0.0001765836,0.0005076092,0.0006728311,0.007944664,0.0000738353],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9646363,0.002270252,0.00000957459,0.0005334156,0.0001988727,0.0002297071,0.000004863155,0.00001013521,0.03210693],"genre_scores_gemma":[0.9963024,0.0003094026,0.001236745,0.00003723735,0.000526198,0.00000944731,0.00001490845,0.00001676546,0.001546845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1518188,"threshold_uncertainty_score":0.3946715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01058443720316323,"score_gpt":0.280677394247244,"score_spread":0.2700929570440808,"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."}}