{"id":"W4380082387","doi":"10.1097/txd.0000000000001494","title":"Sociodemographic Variables in Canadian Organ Donation Organizations: A Health Information Survey","year":2023,"lang":"en","type":"article","venue":"Transplantation Direct","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; British Columbia Institute of Technology; University of Manitoba; Montreal Children's Hospital; Canadian Blood Services; Research Manitoba","funders":"Canadian Blood Services","keywords":"Data collection; Medicine; Equity (law); Family medicine; Organ donation; Health equity; Donation; Medical education; Nursing; Transplantation; Public health; Political science; Statistics","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":[0.001069152,0.0001523903,0.0002302917,0.001662312,0.0001843391,0.00005232094,0.00006544473,0.0001216946,0.0002407197],"category_scores_gemma":[0.000151119,0.0001640944,0.00003527216,0.004200233,0.00002848534,0.0005549905,0.000002080856,0.0001486967,0.0003456476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002577738,"about_ca_system_score_gemma":0.001054687,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1289639,"about_ca_topic_score_gemma":0.4156445,"domain_scores_codex":[0.9984088,0.0001828499,0.0004970112,0.0001975559,0.0003347583,0.0003790252],"domain_scores_gemma":[0.9991027,0.0001518369,0.00009999635,0.0001293334,0.0002729058,0.0002432098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001430462,0.00006420601,0.983991,0.0005389471,0.00005474111,0.00002542338,0.008385126,0.0007625594,0.000285274,0.001675705,0.001164034,0.002909972],"study_design_scores_gemma":[0.001721348,0.00004855389,0.9944379,0.0001169456,0.00003091732,0.00002621635,0.0001523499,0.001843784,0.0005011116,0.00008014448,0.0008872587,0.0001534582],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9659973,0.0001437242,0.005769208,0.01328204,0.0006272894,0.00220034,0.001703596,0.001257103,0.009019344],"genre_scores_gemma":[0.9782737,0.002012005,0.0002886998,0.001194044,0.00002410765,0.00003062035,0.0180499,0.00002518308,0.0001017569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2866806,"threshold_uncertainty_score":0.8768364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01536086298948045,"score_gpt":0.269586616443557,"score_spread":0.2542257534540765,"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."}}