{"id":"W4389057915","doi":"10.1097/tp.0000000000004833","title":"Sanjay Nagral, MB, BS, MS and Thomas F. Mueller, MD, PhD","year":2023,"lang":"en","type":"article","venue":"Transplantation","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00140553,0.001026526,0.0007406764,0.002158798,0.00136642,0.002288554,0.001003724,0.001790738,0.0354337],"category_scores_gemma":[0.01618163,0.0005367647,0.0005888941,0.000617141,0.0009706088,0.0030122,0.001150763,0.004448593,0.01622692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00180315,"about_ca_system_score_gemma":0.003948813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005010051,"about_ca_topic_score_gemma":0.006171845,"domain_scores_codex":[0.9985893,0.0002320021,0.0001296434,0.000300349,0.0005569013,0.0001917831],"domain_scores_gemma":[0.9919626,0.001378338,0.0006784699,0.0001820292,0.003191389,0.002607185],"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":[0.0001448067,0.0000869501,0.01107601,0.0006848684,0.00003717603,0.002485436,0.0004801642,0.0002138245,0.0006634226,0.002366763,0.7707903,0.2109702],"study_design_scores_gemma":[0.000105053,0.0002129905,0.0109326,0.004415905,0.00009663374,0.04868232,0.001724663,0.0009195034,0.00165706,0.006941011,0.924137,0.0001752135],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.02111098,0.230676,0.0100893,0.5347742,0.06612574,0.0003873605,0.001736619,0.001493296,0.1336065],"genre_scores_gemma":[0.1940831,0.3752944,0.01142995,0.08817665,0.05681213,0.0005776545,0.002070249,0.0009278532,0.270628],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9645663,"threshold_uncertainty_score":0.1185375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03107686559302518,"score_gpt":0.2810810327059704,"score_spread":0.2500041671129452,"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."}}