{"id":"W2099300870","doi":"10.1093/europace/eur119","title":"The value of cardiovascular hospitalization as an endpoint for clinical atrial fibrillation research","year":2011,"lang":"en","type":"letter","venue":"EP Europace","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"","keywords":"Medicine; Atrial fibrillation; Clinical endpoint; Clinical trial; Surrogate endpoint; Internal medicine; Canadian Cardiovascular Society; Endpoint Determination; Intensive care medicine; Heart failure; Cardiology; Angina; Randomized controlled trial; Emergency medicine; Myocardial infarction","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00470802,0.0002221236,0.0006860996,0.0001879009,0.0002368608,0.000057556,0.0002256383,0.0004630616,0.00004782074],"category_scores_gemma":[0.0033594,0.0001599665,0.001484899,0.0002766297,0.0002107059,0.00009709448,0.0001171943,0.0006263482,0.00007639446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005597678,"about_ca_system_score_gemma":0.0001701359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007159809,"about_ca_topic_score_gemma":0.000001208423,"domain_scores_codex":[0.9959891,0.001260102,0.0007898189,0.0005123715,0.001087886,0.0003607276],"domain_scores_gemma":[0.9964831,0.001384532,0.0003378752,0.001047108,0.0006717396,0.00007558409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001684037,0.000006012984,0.01016306,0.0005995242,0.002405425,0.00006085055,0.0002808954,0.0002342067,0.000005127895,0.004319408,0.9610858,0.01915568],"study_design_scores_gemma":[0.001309173,0.0009333471,0.005685766,0.00005471344,0.0008404902,0.000004112253,0.00003449353,0.0004203289,0.00002909206,0.0009475295,0.9895834,0.0001574974],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.03640918,0.02322242,0.01488353,0.872497,0.01396141,0.01846723,0.0001215081,0.0004716487,0.01996609],"genre_scores_gemma":[0.05334297,0.05409302,0.008999879,0.07278249,0.6122616,0.00006019372,0.007792699,0.001571674,0.1890955],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7997145,"threshold_uncertainty_score":0.6523243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.246774050698536,"score_gpt":0.453742593145193,"score_spread":0.206968542446657,"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."}}