{"id":"W1571208866","doi":"10.1111/j.1440-1843.2011.01956.x","title":"Preventing hospitalizations for COPD exacerbation: Early pulmonary rehabilitation?","year":2011,"lang":"en","type":"editorial","venue":"Respirology","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Heart Institute","funders":"","keywords":"Medicine; COPD; Exacerbation; Health care; Vaccination; Intensive care medicine; Pulmonary rehabilitation; Quality of life (healthcare); Public health; Disease; Internal medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001768016,0.0004128999,0.001210773,0.0006272912,0.0005846855,0.001391672,0.001014072,0.002252122,0.013372],"category_scores_gemma":[0.0108223,0.0001565925,0.001270097,0.0003545864,0.0003422686,0.001896722,0.001195267,0.003057915,0.001885207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008913641,"about_ca_system_score_gemma":0.004971839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00368475,"about_ca_topic_score_gemma":0.01064263,"domain_scores_codex":[0.9990908,0.0004049058,0.00009398548,0.00007717502,0.0001700558,0.0001630332],"domain_scores_gemma":[0.9976672,0.0006977573,0.0003266002,0.00005404136,0.0004220089,0.0008325027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006594558,0.00312334,0.00980717,0.008508146,0.0003431013,0.000489189,0.0003702822,0.0005729555,0.0003706171,0.004186067,0.1590148,0.8125548],"study_design_scores_gemma":[0.005848889,0.00522128,0.1849582,0.162288,0.002356769,0.002994532,0.003392334,0.004710257,0.001264368,0.04468692,0.5819377,0.0003407339],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0282223,0.3654608,0.00528256,0.5467026,0.0133564,0.001068145,0.0006693157,0.0003060539,0.03893188],"genre_scores_gemma":[0.381561,0.3935131,0.0235034,0.1505888,0.03731977,0.001789309,0.001414656,0.00008991999,0.01021997],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.013372,"threshold_uncertainty_score":0.04473382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01489751769577017,"score_gpt":0.3136193410965062,"score_spread":0.2987218234007361,"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."}}