{"id":"W4307715313","doi":"10.1161/circep.122.011207","title":"Longitudinal Prediction of Ventricular Arrhythmic Risk in Patients With Arrhythmogenic Right Ventricular Cardiomyopathy","year":2022,"lang":"en","type":"article","venue":"Circulation Arrhythmia and Electrophysiology","topic":"Cardiovascular Effects of Exercise","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute","funders":"National Heart, Lung, and Blood Institute","keywords":"Medicine; Internal medicine; Cardiology; Ventricular tachycardia; Cardiomyopathy; Proportional hazards model; Heart failure","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":[],"consensus_categories":[],"category_scores_codex":[0.0003205056,0.0002549332,0.0007595057,0.0004781923,0.0002035517,0.000007573462,0.00005768568,0.0001051096,0.00007190378],"category_scores_gemma":[0.00006757042,0.0002345911,0.0002883203,0.0008104746,0.0001045416,0.00009881033,0.00007333605,0.0004668831,0.000004995165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000325184,"about_ca_system_score_gemma":0.0001093852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004576437,"about_ca_topic_score_gemma":0.000001430092,"domain_scores_codex":[0.9976807,0.0003628593,0.0004350536,0.0005937114,0.0005138023,0.0004139352],"domain_scores_gemma":[0.9989135,0.00005547021,0.0002703646,0.0004885076,0.000159857,0.0001123062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002989115,0.0002630258,0.9429075,0.0001664002,0.0006881185,0.002122763,0.00008583062,0.04148514,0.00412131,0.0001271658,0.00003526654,0.005008406],"study_design_scores_gemma":[0.005839372,0.001399835,0.9873984,0.00003583577,0.0004619857,0.001498566,0.00001345178,0.002171568,0.0004055878,0.0001946529,0.0003810264,0.0001996887],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960054,0.001737877,0.0007767948,0.0000447515,0.0001609308,0.001148133,0.00004643074,0.00004515806,0.0000344947],"genre_scores_gemma":[0.9990157,0.00006983009,0.0001113965,0.00002512176,0.0002372973,0.0001603458,0.0003358091,0.00003749425,0.00000693516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04449097,"threshold_uncertainty_score":0.9566349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003292636596251404,"score_gpt":0.182745347861475,"score_spread":0.1794527112652236,"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."}}