{"id":"W2605691779","doi":"10.1097/tp.0000000000001697","title":"Ethical Challenges and the Donation Physician Specialist","year":2017,"lang":"en","type":"article","venue":"Transplantation","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; McGill University; University of British Columbia","funders":"","keywords":"Donation; Remuneration; Medicine; Organ donation; Ethical issues; Family medicine; Nursing; Medical education; Engineering ethics; Transplantation; Political science","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":[0.0002901937,0.00007960529,0.000125257,0.00003730586,0.0003330815,0.00005903466,0.00006009051,0.00009805951,0.00002141791],"category_scores_gemma":[0.00003035166,0.00005461697,0.00003842444,0.0000170161,0.0002323005,0.0001488141,0.00000282394,0.0001943163,0.00002066173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001063795,"about_ca_system_score_gemma":0.00001699924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002947994,"about_ca_topic_score_gemma":0.0001376821,"domain_scores_codex":[0.9993758,0.00005703666,0.0001285688,0.0001415605,0.0002152136,0.00008179311],"domain_scores_gemma":[0.9995568,0.00009727742,0.00007869781,0.0001715678,0.00005729714,0.00003838848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.004057576,0.0001087582,0.002362974,0.0007797453,0.0001123067,0.00006299549,0.01722126,0.000003198535,0.003729106,0.7840108,0.00007528253,0.187476],"study_design_scores_gemma":[0.008801189,0.0000491082,0.9807255,0.0001030841,0.0002700827,0.00008027504,0.000160257,0.0002807793,0.003102315,0.005284387,0.001043877,0.0000991363],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6427119,0.000979754,0.003237735,0.1918867,0.0005316547,0.001143657,0.00004007314,0.0001669448,0.1593016],"genre_scores_gemma":[0.9897252,0.008524067,0.0001493769,0.001131838,0.000225431,0.00001215448,0.00007268522,0.000009535303,0.0001496891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9783626,"threshold_uncertainty_score":0.2561827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0356252381622503,"score_gpt":0.3067976982401387,"score_spread":0.2711724600778884,"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."}}