{"id":"W4402935111","doi":"10.3389/frtra.2024.1458563","title":"Variability in pediatric and neonatal organ offering, acceptance and utilization: a survey of Canadian pediatric transplant programs and organ donation organizations","year":2024,"lang":"en","type":"article","venue":"Frontiers in Transplantation","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Stollery Children's Hospital; Hospital for Sick Children; Canadian Blood Services; Alberta Health Services; University of Toronto; SickKids Foundation; Alberta Children's Hospital; University of Calgary","funders":"Canadian Blood Services","keywords":"Organ donation; Medicine; Donation; Organ transplantation; Intensive care medicine; Transplantation; Family medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006183147,0.0001808482,0.000265877,0.00157146,0.00006012271,0.00005235136,0.00004606101,0.0001682861,0.00002435698],"category_scores_gemma":[0.00006858882,0.00019126,0.0000141589,0.002926163,0.00007045421,0.0003434341,0.000003679921,0.0001962911,6.613762e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008414256,"about_ca_system_score_gemma":0.0003163682,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005688967,"about_ca_topic_score_gemma":0.07484139,"domain_scores_codex":[0.9985684,0.0001491163,0.0004571428,0.0004098813,0.0002095112,0.0002059291],"domain_scores_gemma":[0.9994557,0.0001183163,0.00005392408,0.00009106087,0.0001310889,0.0001499066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001152001,0.0000462839,0.9846618,0.001603744,0.00001523587,0.00004576195,0.005817792,0.000008839624,0.0000565409,0.0003137405,0.00001250125,0.007302551],"study_design_scores_gemma":[0.001428906,0.00007013188,0.9937207,0.0001235754,0.0002087886,0.00009340043,0.0001322785,0.003564905,0.0003351559,0.0001359677,0.00001796879,0.0001682237],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.97079,0.001854797,0.02583319,0.0002667959,0.000244256,0.0006824321,0.0001976331,0.00005380989,0.00007710858],"genre_scores_gemma":[0.9706914,0.02539241,0.002417662,0.00002456395,0.00003729851,0.00001658014,0.001379585,0.00002932306,0.00001115958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06915242,"threshold_uncertainty_score":0.9420403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01585140137283391,"score_gpt":0.2411220067290681,"score_spread":0.2252706053562341,"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."}}