{"id":"W4415186234","doi":"10.1016/j.ccc.2025.08.009","title":"A Review of External Defibrillation Strategies","year":2025,"lang":"en","type":"review","venue":"Critical Care Clinics","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Defibrillation; Ventricular fibrillation; Shock (circulatory); Electric shock; Automated external defibrillator; Intervention (counseling)","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":[0.0002636658,0.0002180064,0.002094785,0.000104601,0.00002954444,0.00001734511,0.00007043264,0.0003319502,0.00003619479],"category_scores_gemma":[0.003629214,0.0001669301,0.001255744,0.0002741256,0.0001469376,0.00004514781,0.00005258996,0.0003446719,0.00002409778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006646883,"about_ca_system_score_gemma":0.001466506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001307877,"about_ca_topic_score_gemma":4.440724e-7,"domain_scores_codex":[0.9981664,0.0001655993,0.0009807912,0.0002769323,0.0002582192,0.0001520401],"domain_scores_gemma":[0.9972267,0.001486539,0.0001544038,0.0003666606,0.0006674235,0.00009831354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003784194,0.000008391476,0.000007125236,0.5328725,0.00001849131,0.000007148536,0.000008690049,2.38672e-8,3.009862e-8,0.001993094,0.0004849681,0.4645958],"study_design_scores_gemma":[0.00006835669,0.00004059675,0.00001008482,0.4379111,0.002982997,0.000008262302,0.00006367642,3.39434e-7,9.631653e-8,0.0001795318,0.5586494,0.00008555803],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[5.517371e-7,0.9874691,0.0003490403,0.00005420314,0.001653839,0.0006739036,0.00007733406,0.00002922061,0.009692787],"genre_scores_gemma":[0.00002536328,0.9982051,0.0005821468,0.0002533448,0.0005419424,0.00002756963,0.0003094735,0.00002068236,0.00003435256],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5581645,"threshold_uncertainty_score":0.680721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07118210447668617,"score_gpt":0.4863202703902727,"score_spread":0.4151381659135865,"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."}}