{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004507808,0.0007924545,0.0004791952,0.001390914,0.001049495,0.004416195,0.001146927,0.002934992,0.07845348],"category_scores_gemma":[0.005987477,0.000232519,0.0009714521,0.0006531205,0.000834479,0.001590356,0.001845894,0.003526354,0.03549224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002374107,"about_ca_system_score_gemma":0.004545532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002620894,"about_ca_topic_score_gemma":0.008044253,"domain_scores_codex":[0.9985884,0.0003295946,0.0001049158,0.000156027,0.0006342312,0.0001868879],"domain_scores_gemma":[0.9952843,0.0005736101,0.0001807387,0.0001769615,0.001875429,0.001908964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008402389,0.000060891,0.0005499132,0.0001497742,0.00002776715,0.0001966298,0.00006384792,0.000185016,0.0004065333,0.002503817,0.9167905,0.07898124],"study_design_scores_gemma":[0.00001116039,0.0000211693,0.0006332176,0.000125153,0.00001226696,0.0001704638,0.00005943678,0.0001762132,0.0001504476,0.001238031,0.9973943,0.000008087661],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.006196202,0.05421643,0.01235099,0.3559746,0.2995961,0.0002222243,0.00193161,0.001752146,0.2677597],"genre_scores_gemma":[0.05042227,0.05379456,0.01241383,0.07052442,0.1585009,0.0003888361,0.004694103,0.0008854411,0.6483756],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.07845348,"threshold_uncertainty_score":0.262453,"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."}}