{"id":"W4299382363","doi":"","title":"Exacerbation heterogeneity in COPD: subgroup analyses from the FLAME study","year":2018,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Exacerbation; COPD; Subgroup analysis; Copd exacerbation; Medicine; Internal medicine; Meta-analysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009918567,0.001208237,0.003811677,0.00148261,0.000441759,0.001426629,0.001110874,0.001157651,0.002144126],"category_scores_gemma":[0.02179928,0.0006056824,0.015329,0.001792237,0.0003389599,0.001012126,0.002001461,0.001860907,0.0002392617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005255167,"about_ca_system_score_gemma":0.0006716583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003899417,"about_ca_topic_score_gemma":0.00990914,"domain_scores_codex":[0.9897292,0.005165759,0.001773776,0.001702909,0.0009895407,0.0006388422],"domain_scores_gemma":[0.990776,0.004635123,0.001613842,0.002229153,0.0004081558,0.000337736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04869616,0.0002204044,0.5215331,0.006655836,0.3696622,0.0008534131,0.0009412623,0.002291809,0.001227283,0.0009784088,0.007958695,0.03898134],"study_design_scores_gemma":[0.008494597,0.001474189,0.8012812,0.001217722,0.1719052,0.0008333427,0.0009726888,0.003547998,0.0003246482,0.004152635,0.005531081,0.0002647155],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8926481,0.09363227,0.002827654,0.0008156238,0.0006337689,0.000426164,0.007325477,0.00007768584,0.001613345],"genre_scores_gemma":[0.9911146,0.003276934,0.0008814393,0.0003457532,0.0002960378,0.0003125202,0.003447108,0.00006161239,0.0002638967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009918567,"threshold_uncertainty_score":0.05245507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3339746976636697,"score_gpt":0.591323854545201,"score_spread":0.2573491568815313,"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."}}