{"id":"W2970376886","doi":"10.2196/14622","title":"Hypothermic Oxygenated Machine Perfusion of Extended Criteria Kidney Allografts from Brain Dead Donors: Protocol for a Prospective Pilot Study","year":2019,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"RWTH Aachen University","keywords":"Medicine; Machine perfusion; Transplantation; Dialysis; Kidney transplantation; Kidney; Surgery; Intensive care unit; Intensive care medicine; Liver transplantation; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001379478,0.0002953667,0.0006235343,0.0004075969,0.0001283285,0.00006950696,0.0003806904,0.0001223317,0.002105218],"category_scores_gemma":[0.0002974597,0.0002210419,0.0001263219,0.0004996379,0.0001289605,0.0001627861,0.0001193606,0.0005249926,0.0000546412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00015051,"about_ca_system_score_gemma":0.0004169122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003388597,"about_ca_topic_score_gemma":0.00005515948,"domain_scores_codex":[0.9966902,0.0004732832,0.0006564134,0.0006980869,0.0009126615,0.0005693199],"domain_scores_gemma":[0.9976932,0.0003566972,0.000182217,0.000747569,0.0007261225,0.0002941733],"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":[0.04608795,0.01347483,0.2250371,0.005965882,0.0001851679,0.00005244322,0.002458781,2.015965e-7,0.6950421,0.0001391371,0.009369645,0.00218674],"study_design_scores_gemma":[0.06405101,0.1034549,0.4429533,0.006921756,0.00003500094,0.00001902554,0.000522938,0.0003184823,0.3482025,0.002415373,0.03048804,0.0006176581],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.04099905,6.345055e-7,0.0001427099,0.0006751281,0.00000554558,0.9573092,0.0001906697,0.0001992866,0.0004776941],"genre_scores_gemma":[0.05120774,2.923389e-7,0.002775475,0.000191597,0.00008078205,0.9437901,0.00006476739,0.00008968861,0.001799541],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.3468396,"threshold_uncertainty_score":0.998807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1777308336399483,"score_gpt":0.5337585713467753,"score_spread":0.3560277377068271,"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."}}