{"id":"W4405042700","doi":"10.1098/rsfs.2024.0025","title":"Optimizing brain protection after cardiac arrest: advanced strategies and best practices","year":2024,"lang":"en","type":"review","venue":"Interface Focus","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Medicine; Targeted temperature management; Intensive care medicine; Neuroprotection; Traumatic brain injury; Neuroimaging; Resuscitation; Internal medicine; Emergency medicine; Psychiatry; Cardiopulmonary resuscitation","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":[0.001058542,0.001110605,0.001450464,0.002601477,0.0003681315,0.001574503,0.0009799359,0.001656107,0.005003941],"category_scores_gemma":[0.002495083,0.0002603902,0.001080853,0.001751273,0.0004807848,0.001741158,0.0009256026,0.002229397,0.001613792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007612134,"about_ca_system_score_gemma":0.001983564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001411762,"about_ca_topic_score_gemma":0.002434705,"domain_scores_codex":[0.9995574,0.00009954049,0.0001041195,0.00006420367,0.0001360918,0.00003855463],"domain_scores_gemma":[0.9989598,0.0006554037,0.0001116308,0.00002084879,0.0002119223,0.00004034599],"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":[0.00006642492,0.00009271403,0.0001791734,0.05542371,0.0002013742,0.0001488,0.0001486369,0.0003807372,0.0006444255,0.005058834,0.02587363,0.9117816],"study_design_scores_gemma":[0.00003017857,0.0002014645,0.001016756,0.05371167,0.0004963895,0.0009782383,0.0002287556,0.000184863,0.0004823526,0.004518194,0.9381114,0.00003960237],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007833158,0.9982885,0.0001422023,0.000621875,0.0001636397,0.000009090995,0.00002501151,0.000008363851,0.0006630295],"genre_scores_gemma":[0.0005018728,0.9985922,0.0002891515,0.0002755482,0.0001278598,0.00001093413,0.00002600688,0.000001730824,0.0001746818],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005003941,"threshold_uncertainty_score":0.01673979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04525831247981171,"score_gpt":0.3824876648751737,"score_spread":0.337229352395362,"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."}}