{"id":"W4389427008","doi":"10.1016/j.cryobiol.2023.104598","title":"Combining normothermic ex vivo perfusion and hypothermia for diagnosis, treatment and engineering of organs for transplant","year":2023,"lang":"en","type":"article","venue":"Cryobiology","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University Health Network; University of Toronto","funders":"","keywords":"Ex vivo; Hypothermia; Medicine; Perfusion; In vivo; Anesthesia; Biomedical engineering; Cardiology; Biology; Biotechnology","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":[0.00006200882,0.00009275916,0.0002430029,0.00008064245,0.00003132601,0.000002339883,0.00001972523,0.0000799097,0.00001874771],"category_scores_gemma":[0.00001326682,0.00007094353,0.00004137331,0.00004308207,0.00003510176,0.00001190368,0.000003620468,0.00002271817,5.338739e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001220382,"about_ca_system_score_gemma":0.00001289551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001386588,"about_ca_topic_score_gemma":0.000007478378,"domain_scores_codex":[0.9995732,0.000005956674,0.0001383992,0.000135991,0.00001606364,0.0001304379],"domain_scores_gemma":[0.9995522,0.0003042729,0.00002865707,0.00006138091,0.00001693222,0.00003650261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006111797,0.000113641,0.2010569,0.001896469,0.0001485051,0.00001444247,0.003866645,0.000005629483,0.777386,0.001365794,0.0002941935,0.01324067],"study_design_scores_gemma":[0.01055177,0.005367968,0.2163604,0.0003805218,0.0006271598,0.0002175802,0.0003312112,0.002941143,0.7532803,0.0003116559,0.009269307,0.0003609924],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970452,0.0002519928,0.001389301,0.0003778966,0.0000521005,0.0005981955,0.0001608971,0.0001116518,0.00001282131],"genre_scores_gemma":[0.9952661,0.002805942,0.001491017,0.00006509171,0.00002972412,0.000115908,0.00007039846,0.0000226228,0.0001331866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02410565,"threshold_uncertainty_score":0.2892993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02061349372119757,"score_gpt":0.2763742137345441,"score_spread":0.2557607200133465,"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."}}