{"id":"W2712529358","doi":"10.1097/sla.0000000000002360","title":"Prediction of Hepatocellular Carcinoma Recurrence Beyond Milan Criteria After Resection","year":2017,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":116,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"National Cancer Institute","keywords":"Medicine; Milan criteria; Hepatocellular carcinoma; Resection; Carcinoma; Radiology; Oncology; General surgery; Surgery; Internal medicine; Liver transplantation","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":[0.001576788,0.0003831069,0.000228978,0.00104951,0.0001365537,0.0004215488,0.0002631402,0.0002269473,0.0006702872],"category_scores_gemma":[0.006990732,0.00008787586,0.0003665113,0.0005099115,0.0002207505,0.0002685517,0.0005739116,0.0003003285,0.0002149638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003418931,"about_ca_system_score_gemma":0.0004063855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002560499,"about_ca_topic_score_gemma":0.003351129,"domain_scores_codex":[0.9993739,0.0002332543,0.00007541237,0.00009641361,0.0001571191,0.00006401251],"domain_scores_gemma":[0.9961642,0.0007416274,0.002173378,0.0001788039,0.0004537913,0.0002881963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001638489,0.00001000529,0.9949308,0.00001128617,0.00003013724,0.00004930382,0.00002069724,0.0003520097,0.0001762123,0.0000178952,0.0001303924,0.00410737],"study_design_scores_gemma":[0.00001585152,0.000259932,0.9956105,0.00001558453,0.00004621402,0.0005578743,0.00004527684,0.002717056,0.0003537209,0.00005602552,0.0003146248,0.000007444367],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998004,0.0003734284,0.0005385054,0.00007274279,0.000008565086,0.00001888258,0.000232518,0.00001853568,0.0007327477],"genre_scores_gemma":[0.9991327,0.00005260009,0.0003612446,0.00001384372,0.00001352212,0.000006086081,0.0003352648,0.000002284593,0.00008247109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002560499,"threshold_uncertainty_score":0.008338928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3923901880229298,"score_gpt":0.3348234577928947,"score_spread":0.05756673023003511,"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."}}