{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01312631,0.0002994159,0.002094863,0.001093911,0.00004654583,0.000007799492,0.0005217034,0.0001730282,0.001624514],"category_scores_gemma":[0.01150073,0.0002248119,0.0001142472,0.001753497,0.0011138,0.0005438615,0.0003037772,0.0005977416,0.00001298937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001489106,"about_ca_system_score_gemma":0.0003031932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002197498,"about_ca_topic_score_gemma":0.0005554307,"domain_scores_codex":[0.9937656,0.002060096,0.00186645,0.001078687,0.0007220135,0.0005071635],"domain_scores_gemma":[0.995089,0.00245723,0.0003333228,0.001546303,0.0001354528,0.0004387238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002117075,0.0004566692,0.8913232,0.0003195922,0.0003938776,0.001246813,0.0003938337,0.00001521988,0.000206899,0.0002477344,0.002003632,0.1012754],"study_design_scores_gemma":[0.009006085,0.0008823643,0.9252114,0.0005681393,0.001083503,0.00001110108,0.001056466,0.001345066,0.0002404491,0.001398421,0.05888689,0.0003100895],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.4300503,0.5411301,0.007620129,0.002873581,0.001078312,0.004878449,0.0001413397,0.0001761452,0.01205165],"genre_scores_gemma":[0.9560908,0.02999699,0.009269619,0.002274154,0.001483158,0.000180981,0.0001568681,0.00008651102,0.0004609294],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5260404,"threshold_uncertainty_score":0.9992881,"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."}}