{"id":"W4402019247","doi":"10.3389/frtra.2024.1399324","title":"Proceedings of the 2024 Transplant AI Symposium","year":2024,"lang":"en","type":"article","venue":"Frontiers in Transplantation","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto General Hospital; University Health Network","funders":"University Health Network Foundation; Astellas Pharma","keywords":"Medicine; Psychoanalysis; History; Psychology","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":[0.000163306,0.00007584945,0.0001234776,0.0001631178,0.00003204474,0.00001617308,0.00005994972,0.00008423159,0.00002588111],"category_scores_gemma":[0.000005728014,0.00005463817,0.00006679054,0.0004187663,0.00005359564,0.0001322141,0.000001337105,0.000212918,0.000005788063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006777525,"about_ca_system_score_gemma":0.0001216669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001180455,"about_ca_topic_score_gemma":0.00002779202,"domain_scores_codex":[0.9992298,0.000009163021,0.0002972589,0.0001590219,0.0001722151,0.0001325207],"domain_scores_gemma":[0.9998055,0.000023399,0.00002429311,0.00005559662,0.00005613016,0.00003505719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007543771,0.0001800373,0.8544194,0.008225108,0.0000889045,0.00003470475,0.04795547,0.0001047965,0.02949909,0.004010709,0.02435405,0.03037337],"study_design_scores_gemma":[0.0004056358,0.0005088656,0.193126,0.01018465,0.001001977,0.0004351836,0.008475739,0.02191261,0.7388668,0.01396684,0.01060171,0.000513933],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9740286,0.001052062,0.005618224,0.009312837,0.005073935,0.0006547981,0.0000286727,0.00005412036,0.004176789],"genre_scores_gemma":[0.9972458,0.001245939,0.0004917053,0.0002057621,0.0001213389,0.00002875267,0.00001842857,0.0000115309,0.0006307206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7093678,"threshold_uncertainty_score":0.222808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02929447445269535,"score_gpt":0.3312065049316318,"score_spread":0.3019120304789364,"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."}}