{"id":"W2412354749","doi":"10.5603/arm.27663","title":"Mega Trials in COPD—Clinical Data Analysis and Design Issues","year":2011,"lang":"en","type":"article","venue":"Advances in respiratory medicine","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"","keywords":"Medicine; COPD; Torch; Clinical trial; Rigour; Intensive care medicine; Salmeterol; Placebo; Physical therapy; Internal medicine; Alternative medicine; Pathology","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.6044453,0.002945478,0.01686094,0.004823798,0.002108295,0.01250306,0.006284248,0.009866314,0.008780001],"category_scores_gemma":[0.787025,0.002963777,0.01028317,0.01176116,0.009098143,0.009065963,0.007078423,0.01150725,0.003038446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005630335,"about_ca_system_score_gemma":0.01066266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001363322,"about_ca_topic_score_gemma":0.001894045,"domain_scores_codex":[0.1295404,0.7980255,0.05005682,0.003958836,0.01759336,0.0008250885],"domain_scores_gemma":[0.1668907,0.7155066,0.03413443,0.05775133,0.02295197,0.002764991],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.03735041,0.0006857538,0.005150482,0.1602098,0.03637329,0.0005885679,0.002558452,0.005008038,0.001016603,0.1334403,0.1450926,0.4725258],"study_design_scores_gemma":[0.05673651,0.009136985,0.008047473,0.1365303,0.02064382,0.001359941,0.001228064,0.01412586,0.002292686,0.3519262,0.3972169,0.0007552454],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.009685983,0.3302048,0.2509867,0.1866356,0.08078887,0.1131435,0.005885324,0.001844058,0.02082525],"genre_scores_gemma":[0.08878407,0.04219305,0.4413277,0.08197091,0.01460997,0.3249694,0.001440826,0.001153903,0.003550153],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.3955547,"threshold_uncertainty_score":0.4877895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3246234330531874,"score_gpt":0.4992787264326707,"score_spread":0.1746552933794833,"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."}}