{"id":"W4410590907","doi":"10.1016/j.resuscitation.2025.110656","title":"Reply to: streamlining defibrillation for refractory ventricular fibrillation","year":2025,"lang":"en","type":"letter","venue":"Resuscitation","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Sunnybrook Hospital; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Defibrillation; Ventricular fibrillation; Refractory (planetary science); Cardiology; Internal medicine; Intensive care 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004122836,0.0003381332,0.0005724508,0.0008016664,0.0001983675,0.00008932061,0.00006950511,0.0007162943,0.000009912219],"category_scores_gemma":[0.001656177,0.0003399058,0.0004633395,0.0006325084,0.00002843953,0.000159175,0.0000315861,0.0004799673,0.00005110039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004876528,"about_ca_system_score_gemma":0.0003939267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005699775,"about_ca_topic_score_gemma":0.000003236307,"domain_scores_codex":[0.9974635,0.0001125689,0.0006616365,0.0007114724,0.0006600277,0.0003908197],"domain_scores_gemma":[0.997376,0.0008599466,0.0003805078,0.0005075153,0.0007792321,0.0000968339],"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":[0.0003024526,0.000008495876,0.001139503,0.001080966,0.0001731498,0.00004072152,0.0001771294,0.0006658182,0.0002506638,0.00005641847,0.9821897,0.01391497],"study_design_scores_gemma":[0.0009540571,0.000184109,0.009678406,0.001125382,0.0004821156,0.000006305083,0.00005005779,0.0006700234,0.0001748836,0.0005652364,0.9857817,0.0003276702],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01263862,0.0008159067,0.02106047,0.9422545,0.008706413,0.005980203,0.0003006264,0.0004546441,0.007788613],"genre_scores_gemma":[0.04056986,0.0002667399,0.02216502,0.8423507,0.04535215,0.0005350421,0.03945726,0.0003140692,0.008989137],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09990378,"threshold_uncertainty_score":0.9999053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01895852622324573,"score_gpt":0.2999336761909175,"score_spread":0.2809751499676718,"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."}}