{"id":"W2802422889","doi":"10.1016/j.resuscitation.2018.03.028","title":"Prediction and risk stratification of survival in accidental hypothermia requiring extracorporeal life support: An individual patient data meta-analysis","year":2018,"lang":"en","type":"review","venue":"Resuscitation","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":87,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Kelowna General Hospital","funders":"","keywords":"Medicine; Extracorporeal; Accidental hypothermia; Life support; Hypothermia; Risk stratification; Accidental; Meta-analysis; Stratification (seeds); Intensive care medicine; Anesthesia; Surgery; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002343764,0.0003814023,0.00229138,0.001096501,0.00009330143,0.00008168153,0.0002377525,0.00038574,0.00005697324],"category_scores_gemma":[0.0005642873,0.000308067,0.0007106091,0.001157566,0.0001560077,0.0006564628,0.0001149774,0.0003574389,0.000007213075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000935971,"about_ca_system_score_gemma":0.0004079164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003003042,"about_ca_topic_score_gemma":0.0008474067,"domain_scores_codex":[0.9954326,0.0008623876,0.001662722,0.000923218,0.0008847212,0.0002343525],"domain_scores_gemma":[0.9964491,0.0003820264,0.00165495,0.00109047,0.000223024,0.0002004842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0004198328,0.0006489167,0.01779619,0.008618441,0.1303803,0.0000301322,0.003693943,0.0001108475,0.00002702811,0.0001714041,0.0005678984,0.837535],"study_design_scores_gemma":[0.001185901,0.0006938727,0.1518972,0.000886143,0.828793,0.00001271283,0.001242536,0.001293089,0.000006562199,0.0002141268,0.01310722,0.0006675878],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02687398,0.9635644,0.000593859,0.00002906452,0.001004909,0.002745687,0.00466157,0.00007785788,0.0004486584],"genre_scores_gemma":[0.04842164,0.9188216,0.0013663,0.000007112993,0.000454048,0.0001191853,0.03072698,0.00006484134,0.00001822493],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8368675,"threshold_uncertainty_score":0.9999371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2142529047898245,"score_gpt":0.3824157045884954,"score_spread":0.1681627997986709,"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."}}