{"id":"W7125379504","doi":"10.1093/bjs/znaf293","title":"Performance indicators for organ donation and transplantation programmes in Europe: modified Delphi consensus study","year":2025,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Benchmarking; Delphi method; Organ donation; Delphi; Transplantation; Organ transplantation; Set (abstract data type)","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":[0.0007047315,0.00006411185,0.0002196644,0.0005473345,0.00005539788,0.00003419287,0.00002493959,0.00004126811,0.000004892169],"category_scores_gemma":[0.0001677236,0.0000704082,0.00003454478,0.0005171754,0.00003137026,0.0001026546,0.000002046347,0.0001253698,2.368622e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002457065,"about_ca_system_score_gemma":0.0001857366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002081169,"about_ca_topic_score_gemma":0.00004880954,"domain_scores_codex":[0.9990987,0.0000544038,0.0004839793,0.00009565128,0.0001694237,0.00009788571],"domain_scores_gemma":[0.9992742,0.000230666,0.0001568997,0.00003046072,0.000262322,0.00004544566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009677911,0.000459639,0.7238317,0.0004861731,0.00007834809,0.0004099633,0.0007936145,0.00001688578,0.0003429657,0.00002251661,0.0001792058,0.2724112],"study_design_scores_gemma":[0.003324644,0.0001166042,0.9929922,0.0006265654,0.000127915,0.001098379,0.0003353224,0.0001570204,0.001041642,0.0000146383,0.00010377,0.00006130636],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980931,0.0003629222,0.0003772621,0.0004846427,0.0001462044,0.0004051557,0.00000879991,0.00001169426,0.0001102788],"genre_scores_gemma":[0.9975389,0.001993279,0.0002563742,0.00009705449,0.0000311183,0.000008677923,0.00002672439,0.000008998221,0.00003890389],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2723499,"threshold_uncertainty_score":0.2871163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02427856213778042,"score_gpt":0.2794488699568673,"score_spread":0.2551703078190869,"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."}}