{"id":"W4311823645","doi":"10.1161/circulationaha.122.063378","title":"Randomized Trials Fit for the 21st Century: A Joint Opinion From the European Society of Cardiology, American Heart Association, American College of Cardiology, and the World Heart Federation","year":2022,"lang":"en","type":"article","venue":"Circulation","topic":"Lipoproteins and Cardiovascular Health","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institut National de la Santé et de la Recherche Médicale; NYU Grossman School of Medicine; University of Glasgow; University of New South Wales; NIHR Oxford Biomedical Research Centre; York University; School of Medicine, Duke University; Rijksuniversiteit Groningen; Uppsala Universitet; University of Oxford; Imperial College London; National Institute for Health and Care Research; Medical Research Council; Kompetenznetz Vorhofflimmern; Steno Diabetes Center Aarhus; McMaster University; Sorbonne Université; Karolinska Institutet; School of Public Health, Imperial College London; Institut for Klinisk Medicin, Aarhus Universitet; National University of Singapore; British Heart Foundation; Universitair Medisch Centrum Groningen; Université de Lorraine; Hamilton Health Sciences; Aarhus Universitet","keywords":"Medicine; Randomized controlled trial; Cardiology; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3456452,0.001819106,0.01058579,0.005494669,0.004503353,0.02221085,0.01390594,0.05165856,0.01094279],"category_scores_gemma":[0.5274642,0.002292569,0.008979049,0.007844554,0.01154317,0.01834896,0.007712861,0.06356871,0.007647658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009980404,"about_ca_system_score_gemma":0.04385015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004680136,"about_ca_topic_score_gemma":0.005241419,"domain_scores_codex":[0.8275622,0.06728224,0.05024412,0.01173863,0.03936911,0.003803704],"domain_scores_gemma":[0.261065,0.4968266,0.0287768,0.02559292,0.1624985,0.02524018],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005412811,0.0001212178,0.0004973512,0.007597055,0.0008291387,0.000151617,0.0006535291,0.0003280033,0.0003609721,0.01653693,0.8417507,0.1306323],"study_design_scores_gemma":[0.000902684,0.0002240861,0.001414916,0.03972431,0.001025291,0.0003431094,0.0008336143,0.0008479236,0.0002474239,0.07049972,0.8837498,0.0001870753],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001469199,0.07005793,0.002474559,0.8517982,0.07348184,0.0002518435,0.0002023573,0.0001024486,0.0014839],"genre_scores_gemma":[0.006429078,0.09644948,0.03802318,0.6800827,0.1711418,0.001199247,0.0006919174,0.0004133559,0.005569071],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.6543548,"threshold_uncertainty_score":0.806936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04987275761524101,"score_gpt":0.3047279044471778,"score_spread":0.2548551468319368,"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."}}