{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003032581,0.001375059,0.001835217,0.001113942,0.008736469,0.006396019,0.002704298,0.1475111,0.01118344],"category_scores_gemma":[0.03078447,0.001477289,0.002083174,0.001017872,0.003485055,0.003872668,0.002844585,0.0776064,0.00810303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00760957,"about_ca_system_score_gemma":0.009152803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0147055,"about_ca_topic_score_gemma":0.02612215,"domain_scores_codex":[0.9967325,0.0007049402,0.0005372249,0.000526734,0.0006444075,0.0008543063],"domain_scores_gemma":[0.9920237,0.004108458,0.0006604272,0.000228544,0.001227743,0.001751031],"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":[0.00008412432,0.0000321783,0.0008990529,0.00008454867,0.0000323582,0.005801902,0.0003605307,0.0001107116,0.0002253002,0.002198396,0.9868363,0.003334658],"study_design_scores_gemma":[0.0002611546,0.0001333243,0.003635388,0.001141891,0.000157923,0.005891322,0.001635054,0.001109299,0.0003989932,0.01005901,0.9753863,0.0001903747],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004658107,0.0007481092,0.00008317781,0.9696653,0.02569833,0.00002605672,0.00005862847,0.00002108856,0.003233504],"genre_scores_gemma":[0.003191095,0.0006934971,0.0001322233,0.9566489,0.03276566,0.00004702953,0.00003326561,0.00002351731,0.006464881],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1475111,"threshold_uncertainty_score":0.0552116,"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."}}