{"id":"W4367307049","doi":"10.1097/txd.0000000000001446","title":"Research and Innovation in Organ Donation: Recommendations From an International Consensus Forum","year":2023,"lang":"en","type":"article","venue":"Transplantation Direct","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Héma-Québec; Western University; Centre Hospitalier de l’Université de Montréal; Children's Hospital of Eastern Ontario; University of Ottawa; McGill University Health Centre; Translational Research in Oncology","funders":"Medical Research Council; Canadian Blood Services","keywords":"Medicine; Organ donation; Donation; Legislature; Public relations; Research ethics; Transplantation; Medical education; Political science; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006712433,0.0001132434,0.0001503677,0.001830945,0.0001335883,0.00005901599,0.00007242176,0.0001032738,0.0003947715],"category_scores_gemma":[0.00007284525,0.0001210824,0.00001690897,0.002526578,0.00007364473,0.0003095945,0.000007118411,0.0002275783,0.0001035006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007467516,"about_ca_system_score_gemma":0.00008044984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002030733,"about_ca_topic_score_gemma":0.0006799561,"domain_scores_codex":[0.9984572,0.0001249368,0.0004399946,0.0003429275,0.000427094,0.0002078348],"domain_scores_gemma":[0.9990173,0.0003548751,0.00006228777,0.0001420159,0.0003535304,0.00006999961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002741884,0.0009629489,0.7663917,0.0003010879,0.0002629325,0.0004588291,0.01905147,0.000210797,0.07690603,0.06128006,0.003984976,0.06744732],"study_design_scores_gemma":[0.004406177,0.0001807922,0.9654733,0.0001897036,0.00004133184,0.00005767227,0.0021057,0.002806675,0.01732489,0.003076955,0.00413148,0.0002053137],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9666356,0.00001680839,0.0003168173,0.02257297,0.0003070532,0.0004022706,0.000284792,0.0002482389,0.009215453],"genre_scores_gemma":[0.9888465,0.001019715,0.001316523,0.00036274,0.00009156342,0.00004571906,0.007830072,0.00002428447,0.0004628839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1990816,"threshold_uncertainty_score":0.4937598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08040113897603958,"score_gpt":0.3963694222112679,"score_spread":0.3159682832352284,"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."}}