{"id":"W2143956082","doi":"10.1093/eurheartj/sun033","title":"Upstream therapies to prevent atrial fibrillation","year":2008,"lang":"en","type":"article","venue":"European Heart Journal Supplements","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Atrial fibrillation; Clinical trial; Heart failure; Randomized controlled trial; Clinical endpoint; Cardiology; Placebo; Internal medicine; Pharmacology; Intensive care medicine; Pathology; Alternative medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.000893687,0.0005900093,0.00077481,0.0006881315,0.0003154468,0.0008487978,0.0005918855,0.001130875,0.01209148],"category_scores_gemma":[0.001618865,0.000140128,0.001059665,0.0003168339,0.0003410509,0.0008035528,0.0008997495,0.002777303,0.002419631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003115783,"about_ca_system_score_gemma":0.000557249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003447795,"about_ca_topic_score_gemma":0.0009458024,"domain_scores_codex":[0.9994253,0.0001963284,0.00005150087,0.00007168862,0.0002082049,0.00004703576],"domain_scores_gemma":[0.9994567,0.0002348964,0.00009781129,0.00004346211,0.0001181371,0.00004896928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00124524,0.001039835,0.0007297365,0.01038928,0.000432254,0.0003032248,0.0002676858,0.0003346563,0.007969354,0.01856667,0.0280778,0.9306441],"study_design_scores_gemma":[0.002548664,0.005573832,0.008139911,0.0139935,0.001225605,0.002810386,0.0002789086,0.0007383244,0.008356146,0.03464856,0.9216045,0.00008161878],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02009935,0.871689,0.01185878,0.01566075,0.006336569,0.0005705077,0.000607465,0.0003361735,0.07284132],"genre_scores_gemma":[0.18894,0.7267491,0.01970746,0.0258841,0.007714689,0.0007869747,0.001146235,0.0001163226,0.02895504],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01209148,"threshold_uncertainty_score":0.04045004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1034622592519348,"score_gpt":0.3636669073356367,"score_spread":0.2602046480837019,"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."}}