{"id":"W2077789879","doi":"10.12968/bjhc.2009.15.sup2.43280","title":"Better breathing for life","year":2009,"lang":"en","type":"article","venue":"British Journal of Healthcare Management","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Pulmonary disease; COPD; Psychological intervention; Medicine; Breathing; Intensive care medicine; Business; Nursing; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006075652,0.0001215608,0.0003670753,0.0002145789,0.000148663,0.00006912286,0.0001748189,0.00005569296,0.0001078824],"category_scores_gemma":[0.00008410101,0.0001352376,0.000247975,0.0001584777,0.00003619331,0.0001512656,0.00004436916,0.0003571398,0.000007586536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000398447,"about_ca_system_score_gemma":0.0001989118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008509043,"about_ca_topic_score_gemma":0.000010455,"domain_scores_codex":[0.9980491,0.00006643195,0.0005735722,0.0002160585,0.000647824,0.0004470256],"domain_scores_gemma":[0.9986467,0.00003639138,0.0001959628,0.0001848125,0.0004062699,0.0005298355],"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":[0.000373946,0.0002648163,0.001707304,0.001457166,0.0001664982,0.005612188,0.00005534478,0.000006528685,0.0000160912,0.0007224907,0.02335659,0.966261],"study_design_scores_gemma":[0.006989276,0.001304973,0.880378,0.003077264,0.0002890991,0.007546259,0.0009551864,0.0002243347,0.000035903,0.005517808,0.09339431,0.0002875789],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.61935,0.06497293,0.008084803,0.2898182,0.001289059,0.004844893,0.0001200712,0.0001216437,0.0113984],"genre_scores_gemma":[0.9761997,0.001715388,0.009397659,0.01076663,0.0009873079,0.00001652901,0.00001749043,0.00003103518,0.0008682635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9659734,"threshold_uncertainty_score":0.5514828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02290260976776795,"score_gpt":0.3258289210823821,"score_spread":0.3029263113146141,"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."}}