{"id":"W2139302805","doi":"10.1136/thx.2009.127621","title":"Effects of written action plan adherence on COPD exacerbation recovery","year":2010,"lang":"en","type":"article","venue":"Thorax","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":167,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec; McGill University Health Centre","funders":"Canadian Institutes of Health Research; Radboud Universiteit; ZonMw","keywords":"Medicine; Exacerbation; Prednisone; COPD; Bronchodilator; Medical prescription; Comorbidity; Prospective cohort study; Internal medicine; Physical therapy; Pediatrics; Intensive care medicine; Asthma; Pharmacology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001789675,0.0001214467,0.0002094808,0.000131012,0.00004700893,0.00001033246,0.00009402473,0.0001180152,0.0004918827],"category_scores_gemma":[0.0002529825,0.0001096746,0.00007181895,0.0001704593,0.00009589859,0.0001127939,0.0000340242,0.0004008152,0.0002094423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001264125,"about_ca_system_score_gemma":0.0001645873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008801039,"about_ca_topic_score_gemma":0.00002292783,"domain_scores_codex":[0.9988879,0.00007074652,0.0001647286,0.0002543564,0.0004073129,0.0002149577],"domain_scores_gemma":[0.999097,0.0002270791,0.00008454676,0.0003343085,0.0001065382,0.0001505153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002351543,0.0005554875,0.01216484,0.001748762,0.00008051302,0.00008760031,0.0001229093,0.000008246877,0.6953384,0.0006319731,0.003982906,0.2829268],"study_design_scores_gemma":[0.001661056,0.0007765375,0.858155,0.0002929053,0.00008672708,0.0000260511,0.00008371356,0.0003319418,0.1346875,0.0005930161,0.003150732,0.0001548931],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917058,0.0001399952,0.00006282338,0.0002105262,0.0004585452,0.0006427533,0.00001559429,0.00005371282,0.00671021],"genre_scores_gemma":[0.9967782,0.00004493983,0.0002628773,0.00006490153,0.0002929904,0.00004211343,0.00005352632,0.00002260302,0.002437844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8459901,"threshold_uncertainty_score":0.5385771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0261313854850387,"score_gpt":0.319497881116783,"score_spread":0.2933664956317443,"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."}}