{"id":"W2048883830","doi":"10.1183/09031936.00166606","title":"Impact on patients’ health status following early identification of a COPD exacerbation","year":2007,"lang":"en","type":"article","venue":"European Respiratory Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":106,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; AstraZeneca (Canada); Montreal Clinical Research Institute; University of Calgary; Montreal Heart Institute","funders":"","keywords":"Medicine; Exacerbation; COPD; Observational study; Physical therapy; Pulmonary disease; Internal medicine; Acute exacerbation of chronic obstructive pulmonary disease","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":[0.003043605,0.0001881005,0.0002919045,0.0004951868,0.0002299066,0.00005972409,0.0001533583,0.00003585857,0.0001389534],"category_scores_gemma":[0.0003434931,0.0001580078,0.0002890747,0.0003393376,0.00007482176,0.0002392526,0.00004455375,0.0005478018,0.0001333889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001189477,"about_ca_system_score_gemma":0.0005853977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001794694,"about_ca_topic_score_gemma":0.000001766324,"domain_scores_codex":[0.9965202,0.0006028187,0.0009332977,0.0002819135,0.001087411,0.0005744198],"domain_scores_gemma":[0.997828,0.00008193939,0.0006135007,0.0003834497,0.0003715937,0.0007215071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001223377,0.0006578517,0.8646449,0.0001095852,0.0001555815,0.0002734316,0.0006767181,0.00004476558,0.005680198,0.00003515894,0.001609182,0.1248892],"study_design_scores_gemma":[0.002828951,0.001332498,0.9917421,0.000197256,0.00002956406,0.0000128044,0.0001410474,0.00001382081,0.0004206184,0.00001003932,0.003158679,0.0001126561],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946502,0.0008249247,0.0005890796,0.00005428207,0.0003088293,0.0004416249,0.00002608336,0.00003054129,0.003074428],"genre_scores_gemma":[0.9990157,0.00002619547,0.00008322567,0.0002543711,0.0003569768,0.000001111472,0.00002098212,0.00006256896,0.0001787906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1270971,"threshold_uncertainty_score":0.6443371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02884276842359258,"score_gpt":0.3420391317134983,"score_spread":0.3131963632899057,"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."}}