{"id":"W4360979335","doi":"10.1245/s10434-023-13338-1","title":"ASO Visual Abstract: TBS-Based Preoperative Score to␣Predict Non-transplantable␣Recurrence and␣Identify Candidates for␣Upfront Resection Versus Transplantation for␣Hepatocellular Carcinoma","year":2023,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Hepatocellular carcinoma; Surgical oncology; Resection; Transplantation; Internal medicine; Oncology; Liver transplantation; Surgery","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001236252,0.0006052277,0.001220928,0.0008105356,0.0002972095,0.001788561,0.0007520785,0.001134194,0.1373357],"category_scores_gemma":[0.01026423,0.0001728296,0.002170947,0.000864399,0.0002337272,0.0009723303,0.000651738,0.001480858,0.007799363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007210414,"about_ca_system_score_gemma":0.00121426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003262842,"about_ca_topic_score_gemma":0.007159561,"domain_scores_codex":[0.9993381,0.0001754605,0.0000896722,0.0001060663,0.0001623898,0.0001282811],"domain_scores_gemma":[0.9967422,0.001558286,0.0004950537,0.00008974635,0.0005162887,0.0005985245],"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":[0.05003547,0.0006031001,0.1462102,0.008601112,0.004636365,0.0002106943,0.0001380809,0.0008116551,0.0008339999,0.001646085,0.7068275,0.07944567],"study_design_scores_gemma":[0.03118798,0.006607883,0.7346482,0.006385719,0.01254375,0.0009365476,0.001290518,0.005461315,0.001361115,0.0073596,0.1919171,0.0003002821],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4121602,0.04408023,0.003143898,0.06861492,0.0856465,0.001223291,0.2672683,0.0006268825,0.1172358],"genre_scores_gemma":[0.7892908,0.007433391,0.001272048,0.01728908,0.03353558,0.0009346267,0.04653561,0.0002737581,0.1034351],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1373357,"threshold_uncertainty_score":0.4594337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08723775681715065,"score_gpt":0.3970014855141991,"score_spread":0.3097637286970485,"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."}}