{"id":"W4388573389","doi":"10.1016/j.hroo.2023.11.004","title":"Reducing inappropriate and unnecessary implantable cardioverter-defibrillator therapy: Is patient confirmation via a mobile application the solution?","year":2023,"lang":"en","type":"article","venue":"Heart Rhythm O2","topic":"Cardiac pacing and defibrillation studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Hartstichting","keywords":"Implantable cardioverter-defibrillator; Medicine; Intensive care medicine; Medical emergency; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002275355,0.000140301,0.0003956019,0.00008769163,0.0003606953,0.00004622987,0.000008752903,0.00006723602,0.000002753244],"category_scores_gemma":[0.0000155144,0.000101208,0.0001102382,0.0003591959,0.00006279563,0.0001065295,0.00005476623,0.00009153493,0.0001513559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004369655,"about_ca_system_score_gemma":0.00003836807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003063867,"about_ca_topic_score_gemma":0.00000184815,"domain_scores_codex":[0.9988992,0.00005703243,0.0002510194,0.0002808745,0.0002787405,0.0002331835],"domain_scores_gemma":[0.999317,0.00009275828,0.0000795956,0.0003336415,0.000109267,0.00006767828],"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":[0.0006543819,0.00008034638,0.01535679,0.0004475267,0.001166607,0.000004788185,0.02911528,0.001458037,0.05841406,0.0002240404,0.7290367,0.1640414],"study_design_scores_gemma":[0.001041518,0.0002523447,0.03030687,0.00009866404,0.00009500415,0.003606493,0.001926355,0.003071254,0.006923641,0.0001909813,0.9522104,0.0002764189],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775215,0.003589709,0.0004162743,0.00068223,0.0003552789,0.001022615,0.00002938723,0.0002638231,0.01611915],"genre_scores_gemma":[0.9978297,0.0009240158,0.000055275,0.0005132701,0.000245008,0.0001604633,0.0000388661,0.0000208265,0.0002125267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2231738,"threshold_uncertainty_score":0.4127143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0180398087057744,"score_gpt":0.2771303686805719,"score_spread":0.2590905599747975,"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."}}