{"id":"W4416858572","doi":"10.1513/annalsats.202510-1095ed","title":"When LOFTy Ideals Meet Clinical Trial Reality","year":2025,"lang":"en","type":"article","venue":"Annals of the American Thoracic Society","topic":"Antiplatelet Therapy and Cardiovascular Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; McGill University; McGill University Health Centre","funders":"","keywords":"","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":[0.3883892,0.001330018,0.004951485,0.003341065,0.01153577,0.0353977,0.006218716,0.04012113,0.01008672],"category_scores_gemma":[0.5307669,0.002044127,0.002235834,0.001716946,0.08159128,0.04055047,0.02008699,0.08426343,0.003390562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01248105,"about_ca_system_score_gemma":0.02937231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002428978,"about_ca_topic_score_gemma":0.003090779,"domain_scores_codex":[0.7376671,0.1634416,0.01531009,0.02104888,0.05022736,0.01230502],"domain_scores_gemma":[0.4324725,0.4428077,0.01777648,0.0328943,0.0344748,0.03957422],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005880801,0.0001459377,0.001006125,0.0004547084,0.0002271857,0.0003178785,0.002788753,0.0007298006,0.0002869446,0.7751455,0.1795671,0.03874195],"study_design_scores_gemma":[0.0003743606,0.0001162213,0.000382248,0.0006529041,0.00005917451,0.0001153627,0.0009791563,0.0005598965,0.0001685569,0.9263089,0.07019028,0.00009301381],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001264974,0.004808424,0.007290453,0.9684712,0.007053582,0.00004502675,0.00004012829,0.00008839044,0.01093781],"genre_scores_gemma":[0.1457816,0.003356348,0.01583002,0.7976583,0.03235761,0.0006061505,0.00009938477,0.0003795584,0.003931039],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.6116108,"threshold_uncertainty_score":0.754225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1821578129339199,"score_gpt":0.4919888370361498,"score_spread":0.3098310241022298,"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."}}