{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001642337,0.001367465,0.003053682,0.005948779,0.0003477774,0.00184221,0.001470523,0.001439582,0.007331658],"category_scores_gemma":[0.004177346,0.0006116897,0.0020639,0.005318233,0.000532384,0.001951325,0.001082742,0.001830587,0.001306076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001223481,"about_ca_system_score_gemma":0.00324396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003293557,"about_ca_topic_score_gemma":0.008225184,"domain_scores_codex":[0.9993067,0.0001268073,0.0002525646,0.0001186016,0.0001516029,0.0000437482],"domain_scores_gemma":[0.9978209,0.001428858,0.0003867753,0.00002992534,0.0002672393,0.00006629762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002158585,0.00007788504,0.000275158,0.198571,0.0007166425,0.0001322599,0.00008333642,0.0003424982,0.0004817812,0.001777207,0.02404586,0.7732805],"study_design_scores_gemma":[0.000248867,0.000421159,0.002882219,0.1888542,0.005092257,0.001389662,0.0001911578,0.000205234,0.0003279365,0.001680873,0.7986278,0.00007864995],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004231703,0.9994159,0.00004079832,0.0001196243,0.0000838856,0.000006742605,0.00003707517,0.000002846823,0.0002508437],"genre_scores_gemma":[0.0002641506,0.9991616,0.0001366208,0.0002288397,0.00007434051,0.00000722863,0.00003394622,9.582074e-7,0.00009226784],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007331658,"threshold_uncertainty_score":0.02452689,"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."}}