{"id":"W4207070468","doi":"10.1097/tp.0000000000004048","title":"Ensuring the Permanent Cessation of Brain Function During Normothermic Regional Perfusion","year":2022,"lang":"en","type":"article","venue":"Transplantation","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Western University","funders":"","keywords":"Perfusion; Brain function; Perfusion scanning; Central nervous system; Function (biology); Cerebrovascular Circulation","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":[],"consensus_categories":[],"category_scores_codex":[0.000231214,0.00008870986,0.0001013176,0.00014789,0.0003738041,0.000007019979,0.00005367995,0.0000291342,0.0005391066],"category_scores_gemma":[0.000003764267,0.00007488742,0.00006649484,0.0002179238,0.00003042732,0.0001016324,0.000004986084,0.0001585115,0.000007762714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007153333,"about_ca_system_score_gemma":0.00004172488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005290738,"about_ca_topic_score_gemma":0.00002631048,"domain_scores_codex":[0.9989215,0.00009862229,0.0002531819,0.0001546473,0.0004688945,0.000103223],"domain_scores_gemma":[0.9996262,0.00006612828,0.0001131501,0.0001126339,0.00005348616,0.00002835817],"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":[0.003948581,0.0002602396,0.02025734,0.0007376579,0.00007491585,0.00002899025,0.01654609,0.004719726,0.9453689,0.002212354,0.0001344011,0.005710828],"study_design_scores_gemma":[0.003386637,0.0002251407,0.9667304,0.00005889239,0.0002134136,0.0004312242,0.001136225,0.001144051,0.02606547,0.0001228386,0.0003722424,0.0001134566],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955283,0.00006201235,0.001032953,0.002121442,0.0001343368,0.000332383,0.00002865729,0.0000545917,0.0007053092],"genre_scores_gemma":[0.9984266,0.0001480515,0.00003874131,0.0003517537,0.0000614649,0.00003556913,0.000546628,0.00001681878,0.0003743636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9464731,"threshold_uncertainty_score":0.5902839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01369580506810998,"score_gpt":0.2340673596009237,"score_spread":0.2203715545328137,"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."}}