{"id":"W2341341625","doi":"10.1056/jc200704110000003","title":"Biphasic Defibrillation for Resistant VF: Dose Escalation Has an Edge","year":2007,"lang":"en","type":"article","venue":"Journal watch","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Defibrillation; Ventricular fibrillation; Medicine; Cardiology; Internal medicine; Fibrillation; Anesthesia; Atrial fibrillation","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":[0.001049931,0.00009359382,0.0001770481,0.0001207107,0.0003048691,0.00007854226,0.00002935804,0.0001028036,0.00001580868],"category_scores_gemma":[0.0001432331,0.00007208828,0.000166352,0.0001709438,0.00003061068,0.0002293879,0.000006306364,0.0001516132,0.00001315063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000188358,"about_ca_system_score_gemma":0.00009615575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009915859,"about_ca_topic_score_gemma":0.00004739099,"domain_scores_codex":[0.9989722,0.00002935,0.0003462835,0.0001294369,0.0003002713,0.0002224449],"domain_scores_gemma":[0.9991353,0.00009993152,0.0001492996,0.0001227459,0.000286957,0.0002057488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01287841,0.0003398109,0.2277595,0.0003071493,0.0003227851,0.0001747142,0.006021985,0.0004672746,0.4393736,0.001306442,0.05372358,0.2573248],"study_design_scores_gemma":[0.003899898,0.0005440332,0.8740377,0.0001477735,0.0002223572,0.0001935262,0.0005020396,0.0008202675,0.004721961,0.003496812,0.1112107,0.0002028615],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9724073,0.0001773444,0.01835013,0.005946675,0.001552381,0.0003543657,0.000003365565,0.0000342805,0.001174204],"genre_scores_gemma":[0.9927384,0.0000704971,0.003806501,0.0001035754,0.002840231,0.000002345122,0.00005086161,0.00002163669,0.000365972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6462783,"threshold_uncertainty_score":0.2939675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03842200310657145,"score_gpt":0.3311239051940525,"score_spread":0.292701902087481,"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."}}