{"id":"W4413043390","doi":"10.1001/jamanetworkopen.2025.26067","title":"Donation Physician Specialists and Missed Organ Donation Opportunities","year":2025,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta","funders":"","keywords":"Organ donation; Donation; Medicine; Family medicine; Medical emergency; Surgery; Transplantation; Political science; Law","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0003155423,0.0001046641,0.0001783151,0.00009730281,0.0001499119,0.0002031723,0.00009887179,0.00008230774,0.0001657864],"category_scores_gemma":[0.00003255837,0.000101983,0.000023982,0.0002993207,0.00003935667,0.0003405051,0.00004130775,0.0001057549,0.00001358334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005348529,"about_ca_system_score_gemma":0.0001203712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005605844,"about_ca_topic_score_gemma":0.00008646604,"domain_scores_codex":[0.9992345,0.00006520938,0.00021079,0.0001908295,0.0001672011,0.0001314952],"domain_scores_gemma":[0.9995042,0.00007927467,0.00007788668,0.0001288393,0.0001486803,0.00006111286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001520257,0.0003313805,0.04087724,0.0004112823,0.0003685316,0.0001328839,0.001777102,0.00007163256,0.002580352,0.2617035,0.1087955,0.5814303],"study_design_scores_gemma":[0.005505042,0.0001007512,0.8001186,0.0006712333,0.0002246379,0.00002814646,0.0005437018,0.001546439,0.002974106,0.007484566,0.1805467,0.00025609],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4209311,0.0005449564,0.002775694,0.1093938,0.0008972312,0.00205022,0.00002963462,0.0001908436,0.4631866],"genre_scores_gemma":[0.9763366,0.0004871048,0.001378139,0.01255886,0.0005803272,0.0000228625,0.0005282889,0.00001679608,0.008090995],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7592414,"threshold_uncertainty_score":0.4158748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04614184747065362,"score_gpt":0.3053511132196482,"score_spread":0.2592092657489946,"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."}}