{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004754377,0.0002082155,0.000337801,0.0004792106,0.0001407708,0.0000360923,0.00004574173,0.0001649211,0.00007252063],"category_scores_gemma":[0.0001043605,0.0002093391,0.00007639748,0.0004207814,0.0000831307,0.0003648983,0.00000324685,0.0000837506,0.000001192379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006775916,"about_ca_system_score_gemma":0.0001358813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002182758,"about_ca_topic_score_gemma":0.00007953359,"domain_scores_codex":[0.9984184,0.00007326805,0.0006151835,0.0004267006,0.0003057595,0.0001607074],"domain_scores_gemma":[0.9987589,0.0004923015,0.000161383,0.0001456761,0.0003686579,0.00007310385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04979579,0.002145211,0.4356202,0.02641693,0.0009034069,0.00005280717,0.01315791,0.01404166,0.1158294,0.01927411,0.0005678355,0.3221948],"study_design_scores_gemma":[0.02492636,0.0006336598,0.8405609,0.0008817269,0.002043508,0.0001243014,0.0001727423,0.03395544,0.09471627,0.001211507,0.0002794258,0.0004942177],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4781405,0.0001618632,0.5184458,0.0005374042,0.0001235094,0.001472335,0.0002772012,0.0001046858,0.0007367015],"genre_scores_gemma":[0.9603471,0.003776036,0.03354643,0.000212401,0.00002365217,0.00006828077,0.001908037,0.00002303361,0.00009509303],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4848993,"threshold_uncertainty_score":0.8536601,"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."}}