{"id":"W4321597470","doi":"10.1111/aor.14513","title":"Ex situ heart perfusion for optimization of pediatric donor organ utilization: Attitudes and perceptions","year":2023,"lang":"en","type":"article","venue":"Artificial Organs","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; University of Alberta; Stollery Children's Hospital","funders":"Canadian Donation and Transplantation Research Program","keywords":"Medicine; Optimism; Heart transplantation; Heart transplants; Transplantation; Intensive care medicine; Perception; Family medicine; Emergency medicine; Psychology; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000206885,0.00009325691,0.0001999228,0.0001746231,0.0001532211,0.00001640768,0.00003162409,0.00007323651,0.0002447426],"category_scores_gemma":[0.0001323905,0.00008427563,0.00005632713,0.0005295294,0.00004318833,0.00008217876,0.00001308497,0.00004865295,0.00002358989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001486835,"about_ca_system_score_gemma":0.00006567917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001148336,"about_ca_topic_score_gemma":0.00004092999,"domain_scores_codex":[0.9992345,0.00003298701,0.0002642574,0.0001894463,0.0001371883,0.0001416297],"domain_scores_gemma":[0.999445,0.0001723473,0.0000479506,0.0001219948,0.0001408607,0.00007190726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003265892,0.000309899,0.7821519,0.0008515699,0.0000499185,0.000006573976,0.005507898,0.002487366,0.1983086,0.003301152,0.001479369,0.005219098],"study_design_scores_gemma":[0.001103774,0.0003683558,0.9698771,0.00004864175,0.0004359325,0.00001945431,0.00113455,0.005509359,0.02042182,0.0002910747,0.0005746869,0.0002152982],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9298127,0.00005126176,0.06747144,0.001820066,0.0001822978,0.0004322272,0.00003667517,0.000121218,0.00007212407],"genre_scores_gemma":[0.9731406,0.0004429438,0.02541466,0.000131701,0.0003501869,0.00001204169,0.0002026173,0.00002624032,0.000278985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1877251,"threshold_uncertainty_score":0.343666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07460449441708704,"score_gpt":0.3687982941778117,"score_spread":0.2941937997607246,"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."}}