{"id":"W4406138849","doi":"10.1007/s12028-024-02204-x","title":"Neuroimaging Augments DCD-N Score in Predicting Time from Withdrawal of Life-Sustaining Measures to Death Among Potential Organ Donors","year":2025,"lang":"en","type":"article","venue":"Neurocritical Care","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Population; Neuroimaging; Retrospective cohort study; Odds ratio; Cistern; Neurology; Internal medicine; Surgery; Pediatrics","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":[0.0006999006,0.0004062771,0.0003755549,0.0009416209,0.0003363,0.0009825119,0.0004162379,0.0006046843,0.002241512],"category_scores_gemma":[0.00511023,0.0001162829,0.0004096052,0.0004499849,0.0002480607,0.0008280042,0.0005981534,0.0008213913,0.0003069361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002963024,"about_ca_system_score_gemma":0.0007184805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003499893,"about_ca_topic_score_gemma":0.0104006,"domain_scores_codex":[0.9997435,0.0000864034,0.0000371977,0.00003318772,0.00004519533,0.00005455723],"domain_scores_gemma":[0.9978822,0.0007208099,0.0005300184,0.00009267354,0.0003386913,0.0004355305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000298101,0.00008985501,0.9926562,0.00001632153,0.00006514525,0.0002105401,0.00003086081,0.00011166,0.0002292752,0.00004976102,0.0003371574,0.005905187],"study_design_scores_gemma":[0.00001765404,0.0003526125,0.9935285,0.0001051559,0.000204166,0.001179065,0.0005080361,0.001937681,0.0004902504,0.0005282422,0.001131015,0.00001766138],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924554,0.001118123,0.0002901971,0.0006577742,0.0001121073,0.00001739929,0.0003093265,0.000009400441,0.005030321],"genre_scores_gemma":[0.9982831,0.0004133674,0.0003025971,0.00009513154,0.0000880943,0.000007977148,0.0003843788,0.000002106204,0.0004231818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003499893,"threshold_uncertainty_score":0.007498622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008771499982356717,"score_gpt":0.2585054965915851,"score_spread":0.2497339966092283,"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."}}