{"id":"W4367304509","doi":"10.1097/txd.0000000000001440","title":"Organ Donation Organization Architecture: Recommendations From an International Consensus Forum","year":2023,"lang":"en","type":"article","venue":"Transplantation Direct","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Translational Research in Oncology; Canadian Blood Services","funders":"Health Canada; Canadian Blood Services","keywords":"Medicine; Organ donation; Consensus conference; MEDLINE; Public relations; Law; Transplantation; Internal medicine; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001710213,0.0001945046,0.0001985296,0.0005124166,0.0001938078,0.00007257605,0.0001207953,0.0001278332,0.001597243],"category_scores_gemma":[0.00008397453,0.0002005954,0.00005910876,0.001056699,0.00004314641,0.0002920814,0.000006565637,0.0001629121,0.0004695958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007799736,"about_ca_system_score_gemma":0.00009323959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001135035,"about_ca_topic_score_gemma":0.000239132,"domain_scores_codex":[0.9984349,0.00010394,0.0004028114,0.0004072911,0.0004320766,0.0002189712],"domain_scores_gemma":[0.9990214,0.000193774,0.0001149874,0.0002225693,0.0002996586,0.0001476212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002609194,0.001420478,0.4772372,0.0004361897,0.001342212,0.0005454201,0.02700588,0.00373756,0.3211419,0.01021714,0.01292772,0.1413792],"study_design_scores_gemma":[0.006439396,0.0002037908,0.8514111,0.0001917164,0.0005180315,0.0002154797,0.0009337136,0.003895915,0.1239281,0.001213308,0.01046457,0.0005849078],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9269536,0.00001909381,0.01966882,0.0390964,0.001484622,0.0007893204,0.001308854,0.001994028,0.008685279],"genre_scores_gemma":[0.9601378,0.0006956224,0.003684518,0.001003782,0.0002070032,0.00002275003,0.03376259,0.00006175003,0.0004241903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3741739,"threshold_uncertainty_score":0.9993154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01793564055855789,"score_gpt":0.292434647704324,"score_spread":0.2744990071457661,"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."}}