{"id":"W2170820650","doi":"10.1016/j.hfc.2013.09.009","title":"Diagnostic Tools for Arrhythmia Detection in Adults with Congenital Heart Disease and Heart Failure","year":2013,"lang":"en","type":"article","venue":"Heart Failure Clinics","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Heart Institute; Université de Montréal","funders":"Canada Research Chairs","keywords":"Medicine; Heart failure; Heart disease; Cardiology; Internal medicine; Disease; Sudden death; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002356248,0.0004186903,0.0007514867,0.0001872646,0.0002168214,0.0001272423,0.0000553509,0.0001960616,0.0001180117],"category_scores_gemma":[0.003241577,0.0003627805,0.0002096295,0.0003241051,0.0002798612,0.0005426783,0.00008948249,0.0004394501,0.000219647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008161448,"about_ca_system_score_gemma":0.0002488822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008467319,"about_ca_topic_score_gemma":0.001799773,"domain_scores_codex":[0.9974629,0.00009073329,0.0006315904,0.0007699801,0.0003652285,0.0006795473],"domain_scores_gemma":[0.9957709,0.002466679,0.00006627294,0.0005186568,0.0004277831,0.0007497297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006354113,0.0009423402,0.8940045,0.002510228,0.0004813376,0.0002292824,0.000947858,0.00001203626,0.001515637,0.00006071495,0.06253728,0.03040465],"study_design_scores_gemma":[0.008308735,0.002330749,0.8693032,0.0009683867,0.0004557603,0.0002853941,0.001576125,0.001231589,0.0002168046,0.0003517821,0.1142242,0.0007472265],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9703447,0.001249874,0.00006087193,0.02351758,0.0001919699,0.004343921,0.0001164534,0.0001532553,0.00002138997],"genre_scores_gemma":[0.9913884,0.00004501088,0.004312591,0.001943244,0.0006460543,0.001382539,0.00005861632,0.00008330332,0.0001401909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05168696,"threshold_uncertainty_score":0.9998824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01372691871024639,"score_gpt":0.274720647227107,"score_spread":0.2609937285168606,"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."}}