{"id":"W4407805473","doi":"10.1097/txd.0000000000001748","title":"Feasibility and Optimization of Donation Advisor: a Decision Support Tool for Deceased Organ Donation and Transplantation","year":2025,"lang":"en","type":"article","venue":"Transplantation Direct","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University Health Network; Health Sciences Centre; St. Michael's Hospital; Sunnybrook Health Science Centre; The Quebec Population Health Research Network; Canadian Heart Research Centre; McMaster University; Queensway-Carleton Hospital; Université de Montréal; Western University; University of Toronto; Institute for Work & Health; Children's Hospital of Eastern Ontario; University of Ottawa","funders":"","keywords":"Medicine; Donation; Organ donation; Usability; Transplantation; Intensive care medicine; Medical emergency; Surgery","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":[0.03539982,0.0005631765,0.0005951963,0.00176728,0.0005109325,0.002154439,0.001126138,0.0006498499,0.003228027],"category_scores_gemma":[0.1137374,0.0003334809,0.0009500812,0.0007059708,0.000481403,0.001781101,0.001680736,0.0009624583,0.0007055115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007724179,"about_ca_system_score_gemma":0.002603598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000494545,"about_ca_topic_score_gemma":0.0009629077,"domain_scores_codex":[0.9760227,0.01731279,0.002774762,0.000859223,0.002491609,0.000538859],"domain_scores_gemma":[0.8504608,0.1149647,0.02006882,0.003543826,0.007208961,0.003752881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002192781,0.00284259,0.5285989,0.001031553,0.0002020242,0.0003998452,0.005412625,0.002198898,0.001283202,0.000546949,0.005779994,0.4495106],"study_design_scores_gemma":[0.002044941,0.02090063,0.8275736,0.004747725,0.0008905401,0.004466988,0.01562019,0.05562959,0.01357373,0.004148099,0.04967634,0.0007275611],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9699691,0.0008564359,0.01744665,0.002580664,0.0001437187,0.002057671,0.0008102867,0.0007589063,0.005376535],"genre_scores_gemma":[0.9374797,0.0004091689,0.05972443,0.0004153951,0.00006735947,0.001034972,0.0004071286,0.0000373798,0.0004243892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03539982,"threshold_uncertainty_score":0.1872144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0156318098067965,"score_gpt":0.2924764369071393,"score_spread":0.2768446271003428,"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."}}