{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002826799,0.000140726,0.00017632,0.0009608818,0.000625629,0.000712391,0.0006445755,0.00032377,0.002588039],"category_scores_gemma":[0.02290726,0.0001449085,0.0002607136,0.00113823,0.0005365745,0.0004536475,0.0009952001,0.0008783737,0.0001413964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002474037,"about_ca_system_score_gemma":0.004910266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06326721,"about_ca_topic_score_gemma":0.08372749,"domain_scores_codex":[0.9972873,0.0006596571,0.0003154906,0.0002398343,0.0009192509,0.0005784851],"domain_scores_gemma":[0.9779102,0.004294242,0.01244077,0.0004200068,0.002189688,0.002745247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000346874,0.00002152574,0.9960127,0.00002912077,0.0000129841,0.00004764281,0.0001780683,0.00005983046,0.00001916891,0.00003152774,0.0003345248,0.003218292],"study_design_scores_gemma":[0.000003405695,0.00003806216,0.9983797,0.00006233196,0.00001021105,0.0002460851,0.0004707897,0.0001741191,0.00003794803,0.00003619413,0.0005374609,0.00000360318],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945956,0.0008616459,0.0004042759,0.001233754,0.00003428757,0.00004217213,0.0008042582,0.00001124016,0.002012904],"genre_scores_gemma":[0.9992222,0.0001620824,0.0001995554,0.00006743771,0.00002067377,0.00001143149,0.0001901064,0.000001747477,0.0001248048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06326721,"threshold_uncertainty_score":0.1257979,"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."}}