{"id":"W4225413902","doi":"10.1001/jamasurg.2022.1423","title":"Normothermic Machine Perfusion Increases Donor Liver Use","year":2022,"lang":"en","type":"letter","venue":"JAMA Surgery","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Otorhinolaryngology; Family medicine; Neurology; General surgery; Psychiatry","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002632595,0.0003725915,0.0007650992,0.0005234012,0.0001286676,0.00007438958,0.0001291924,0.0005515799,0.0182649],"category_scores_gemma":[0.0001508727,0.000316383,0.0005194686,0.0002100443,0.00005298047,0.0001670502,0.0000669557,0.00173575,0.000120239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001562783,"about_ca_system_score_gemma":0.0001898623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002221942,"about_ca_topic_score_gemma":0.00001429549,"domain_scores_codex":[0.9980049,0.0001717056,0.0004686033,0.0004348234,0.0005608943,0.0003590766],"domain_scores_gemma":[0.9977707,0.001319088,0.0002191666,0.0005351227,0.00006201796,0.00009393428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002080798,0.0000672564,0.05920742,0.000860487,0.00006683246,0.00644739,0.00005044732,8.617658e-8,0.00006319355,0.000001843832,0.9299445,0.003082435],"study_design_scores_gemma":[0.0003574647,0.0000686788,0.03500698,0.0002688199,0.000377733,0.0007479497,0.000005943171,0.00001553274,0.000480646,0.000005866088,0.9622985,0.0003658713],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.290009,0.003245741,0.0001122683,0.698649,0.00143499,0.00139456,0.002083288,0.001434881,0.001636308],"genre_scores_gemma":[0.009569385,0.009552894,0.0004229189,0.9494777,0.002708966,0.00007255196,0.006841971,0.000208304,0.02114536],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2804396,"threshold_uncertainty_score":0.9999288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02695942940586782,"score_gpt":0.2445989680588643,"score_spread":0.2176395386529965,"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."}}