{"id":"W4401834999","doi":"10.1093/europace/euae214","title":"Patient selection, ventricular tachycardia substrate delineation, and data transfer for stereotactic arrhythmia radioablation: a clinical consensus statement of the European Heart Rhythm Association of the European Society of Cardiology and the Heart Rhythm Society","year":2024,"lang":"en","type":"article","venue":"EP Europace","topic":"Cardiac Arrhythmias and Treatments","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; Dartmouth General Hospital","funders":"","keywords":"Heart Rhythm; Rhythm; Ventricular tachycardia; Medicine; Cardiology; Internal medicine; Tachycardia; Selection (genetic algorithm); Cardiac arrhythmia; Atrial fibrillation; Artificial intelligence; Computer science","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":[0.003644186,0.0001876838,0.0005386872,0.00001856713,0.0001788644,0.00002680878,0.00006559332,0.00005961485,0.000002345589],"category_scores_gemma":[0.0002772966,0.0001045299,0.000596558,0.0002747323,0.0003232533,0.00005644603,0.0001257824,0.000259027,0.000001195737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006908552,"about_ca_system_score_gemma":0.0001479962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002571026,"about_ca_topic_score_gemma":0.00000460593,"domain_scores_codex":[0.9962556,0.001981878,0.0008127824,0.000403376,0.000349064,0.0001972826],"domain_scores_gemma":[0.998061,0.0007249337,0.0002552274,0.0005541164,0.0003458329,0.0000589173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002202181,0.0004625006,0.6598237,0.003694498,0.02154158,0.0002308528,0.01470551,0.004486348,0.002014144,0.0009957916,0.2611827,0.02866013],"study_design_scores_gemma":[0.01020803,0.0006231741,0.7626621,0.0004856833,0.003998392,0.003357244,0.0008493018,0.01069551,0.001131699,0.00007138206,0.2055919,0.0003255741],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793621,0.003239087,0.002044804,0.01212244,0.0006571172,0.001826052,0.00045409,0.00003076501,0.000263541],"genre_scores_gemma":[0.9978681,0.0007013214,0.0003858196,0.0002103946,0.0005228316,0.00001080032,0.00005129789,0.00003919934,0.0002102757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1028384,"threshold_uncertainty_score":0.4262604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03116786318387965,"score_gpt":0.3074747311675236,"score_spread":0.2763068679836439,"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."}}