{"id":"W4409282151","doi":"10.1002/mgr.32597","title":"Donor Surveys Provide Clues to Donor Motivations and Values","year":2025,"lang":"en","type":"article","venue":"˜The œmajor gifts report","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007466171,0.0001192872,0.0001836235,0.0001636956,0.0001742553,0.00004831462,0.00006172775,0.0000568719,0.0000612451],"category_scores_gemma":[0.0001772248,0.00008547983,0.00004744574,0.0003666539,0.0000614182,0.00008301857,0.00002569713,0.0001127954,0.00002736541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004130221,"about_ca_system_score_gemma":0.0001746915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002625001,"about_ca_topic_score_gemma":0.0006158566,"domain_scores_codex":[0.9989269,0.00008343064,0.0003602312,0.0002710638,0.0002117024,0.0001466864],"domain_scores_gemma":[0.99919,0.0001396489,0.00008315547,0.0003159149,0.0001812887,0.00008993773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001465012,0.0002778742,0.9524388,0.0003506702,0.0003964926,0.0003411631,0.002006281,0.00001379577,0.009207872,0.002685345,0.01166032,0.02047492],"study_design_scores_gemma":[0.0006692145,0.0000539969,0.9701153,0.00008911864,0.0001663077,0.0002226649,0.0001265614,0.00005591002,0.00351048,0.0006330875,0.02425675,0.0001006306],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9578074,0.0001329546,0.01141913,0.01172464,0.0003447425,0.001088354,0.00002375804,0.0001707269,0.01728828],"genre_scores_gemma":[0.9682162,0.00002068232,0.0006824955,0.001457266,0.0000818088,0.00005252395,0.00009456668,0.00001412748,0.02938032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02037429,"threshold_uncertainty_score":0.3485766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01562180806368416,"score_gpt":0.2922538827564741,"score_spread":0.2766320746927899,"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."}}