{"id":"W2103573733","doi":"10.1183/09031936.00158613","title":"Measuring and quantifying acute exacerbations of COPD: pitfalls and practicalities","year":2014,"lang":"en","type":"letter","venue":"European Respiratory Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"COPD; Intensive care medicine; Medicine; Pulmonary disease; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03074307,0.0009803403,0.001385593,0.001471528,0.002264054,0.003612989,0.00294962,0.01973021,0.003047137],"category_scores_gemma":[0.1222858,0.0007360735,0.001080453,0.001353947,0.006672255,0.00821207,0.002763711,0.03451259,0.003112408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003931731,"about_ca_system_score_gemma":0.00277317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003408907,"about_ca_topic_score_gemma":0.005610036,"domain_scores_codex":[0.9716654,0.01385524,0.004710902,0.001781774,0.007513372,0.0004733351],"domain_scores_gemma":[0.8612357,0.106973,0.00529795,0.003201079,0.02047681,0.002815421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001291305,0.0001339468,0.006069704,0.0008097864,0.00004810441,0.0030271,0.001604154,0.0003597868,0.000524644,0.0138176,0.7531887,0.2202873],"study_design_scores_gemma":[0.0001855338,0.0004350369,0.009182197,0.007054366,0.0001058606,0.03021466,0.005544977,0.003114787,0.0007502017,0.1009627,0.8421167,0.0003330048],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004854412,0.006350205,0.001164095,0.9841697,0.006619316,0.00002215379,0.00002174551,0.00002273451,0.001144527],"genre_scores_gemma":[0.01272192,0.01959234,0.008424456,0.8661676,0.09102643,0.000136066,0.00004972866,0.00008048891,0.001800971],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03074307,"threshold_uncertainty_score":0.1625869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.120098919290075,"score_gpt":0.3332848432172359,"score_spread":0.2131859239271608,"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."}}