{"id":"W4367307373","doi":"10.1097/txd.0000000000001481","title":"Establishing Guidelines for Organ Donation Systems","year":2023,"lang":"en","type":"article","venue":"Transplantation Direct","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Organ donation; Medicine; Declaration; Donation; Variety (cybernetics); Health care; Transplantation; Legislature; Public relations; Healthcare system; Bioethics; Political science; Law; Surgery","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":[0.0004498964,0.0001309886,0.0001983747,0.0003431193,0.000125259,0.00006693611,0.00005418985,0.00008561929,0.00005037386],"category_scores_gemma":[0.0001749618,0.0001223917,0.0000762817,0.0006007298,0.00001639072,0.0002484181,0.000001684179,0.00006201257,0.0001167595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000383285,"about_ca_system_score_gemma":0.00006563694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004765687,"about_ca_topic_score_gemma":0.00002747123,"domain_scores_codex":[0.998821,0.00003320519,0.0003808646,0.0002453059,0.0003238061,0.0001958462],"domain_scores_gemma":[0.9989473,0.0002695676,0.00007545079,0.0001158971,0.0005112869,0.00008048763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.007245373,0.0008146049,0.08873819,0.02408401,0.001589676,0.0006465413,0.02791521,0.02587548,0.5245801,0.04680798,0.1549251,0.09677776],"study_design_scores_gemma":[0.03139945,0.00094274,0.4423087,0.002659722,0.002896952,0.000798786,0.002881907,0.1408279,0.2558411,0.0009458961,0.1164828,0.002014177],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7567687,0.0006305691,0.1735951,0.02074198,0.00445807,0.00560355,0.001445902,0.005366256,0.03138991],"genre_scores_gemma":[0.9877345,0.001156675,0.002598291,0.0005201774,0.0003992307,0.0001553092,0.004389844,0.00005475748,0.002991211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3535705,"threshold_uncertainty_score":0.4990988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08196134299419773,"score_gpt":0.3511683539651286,"score_spread":0.2692070109709309,"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."}}