{"id":"W4396514205","doi":"10.1097/tp.0000000000005043","title":"Organ Donation and Transplantation Registries Across the Globe: A Review of the Current State","year":2024,"lang":"en","type":"review","venue":"Transplantation","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto; University Health Network","funders":"","keywords":"Globe; Organ donation; Transplantation; Medicine; Current (fluid); Donation; Intensive care medicine; State (computer science); Surgery; Political science; Ophthalmology; Computer science; Law; Engineering","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":[0.0005972201,0.0004196899,0.000894037,0.0001176657,0.000178116,0.0000586474,0.0001942353,0.0001240073,0.00002324772],"category_scores_gemma":[0.0000325775,0.0002229506,0.000390005,0.0008787942,0.0002115898,0.0001489529,0.00001106948,0.0006182007,0.00002940224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008635488,"about_ca_system_score_gemma":0.0003851138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002456892,"about_ca_topic_score_gemma":0.0001053955,"domain_scores_codex":[0.9973934,0.000270561,0.001043122,0.0004181786,0.0006526883,0.0002220031],"domain_scores_gemma":[0.9987116,0.0001980346,0.0004935689,0.0003531225,0.0001775502,0.00006613789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004392698,0.00002593161,0.00001129372,0.3876295,0.0001153177,0.00001100368,0.001176696,2.31609e-7,0.000004013955,0.0001971653,0.0002010213,0.6105839],"study_design_scores_gemma":[0.001243395,0.0000964683,0.002676097,0.4212284,0.01957345,0.001508226,0.00003211934,0.00001335192,0.0002081871,0.0002497986,0.5527102,0.0004602723],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001421564,0.9934787,0.0006674687,0.001153521,0.0005345174,0.002373531,0.00139465,0.00007774425,0.0001777534],"genre_scores_gemma":[0.000595206,0.996611,0.00004145777,0.000170696,0.000110236,0.0001159932,0.002127719,0.00005843652,0.0001692613],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6101236,"threshold_uncertainty_score":0.9091661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03611654092132281,"score_gpt":0.3745045769741129,"score_spread":0.3383880360527901,"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."}}