{"id":"W4288067888","doi":"10.3791/63905","title":"Normothermic <em>Ex Vivo</em> Pancreas Perfusion for the Preservation of Pancreas Allografts before Transplantation","year":2022,"lang":"en","type":"article","venue":"Journal of Visualized Experiments","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University Health Network","funders":"","keywords":"Pancreas transplantation; Medicine; Pancreas; Transplantation; Economic shortage; Ex vivo; Perfusion; Gold standard (test); Surgery; Urology; In vivo; Internal medicine; Kidney transplantation; Biology","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":[0.0006116757,0.0004803577,0.0003001561,0.0004661252,0.0003370086,0.000451364,0.0003108036,0.0003757023,0.005789236],"category_scores_gemma":[0.0003792316,0.0001685574,0.0002883383,0.0002103958,0.0005543444,0.0007385035,0.000484619,0.0009749352,0.001712154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000223941,"about_ca_system_score_gemma":0.0003838772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002158523,"about_ca_topic_score_gemma":0.0003573849,"domain_scores_codex":[0.9997782,0.00003408893,0.00002108893,0.00006019381,0.00008443748,0.00002205405],"domain_scores_gemma":[0.9997732,0.00003932215,0.00007888983,0.00003557519,0.00003608204,0.00003694605],"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":[0.0004522183,0.0001355919,0.001146827,0.0006836979,0.00001559367,0.0007150286,0.0001068324,0.0005627099,0.9252793,0.001722073,0.003037788,0.06614245],"study_design_scores_gemma":[0.00006150132,0.001119217,0.008395288,0.0001886141,0.0000573902,0.003782297,0.00009812076,0.005178338,0.9189841,0.001353525,0.0607129,0.00006877635],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3867144,0.01356562,0.5645,0.001468357,0.001573572,0.0009116525,0.001129085,0.004179978,0.02595744],"genre_scores_gemma":[0.7608949,0.01101378,0.204634,0.001354326,0.0004551379,0.001118577,0.001183424,0.001093843,0.01825202],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005789236,"threshold_uncertainty_score":0.01936698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02341413387831243,"score_gpt":0.3635970949070404,"score_spread":0.340182961028728,"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."}}