{"id":"W2954771069","doi":"10.1007/s11605-019-04275-0","title":"Effect of Surgical Margin Width on Patterns of Recurrence among Patients Undergoing R0 Hepatectomy for T1 Hepatocellular Carcinoma: An International Multi-Institutional Analysis","year":2019,"lang":"en","type":"article","venue":"Journal of Gastrointestinal Surgery","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Hepatocellular carcinoma; Hepatectomy; Margin (machine learning); Surgical margin; Resection margin; Context (archaeology); Stage (stratigraphy); Surgical resection; Surgery; Resection; Internal medicine","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":[0.001286288,0.0003900385,0.0005203072,0.001536431,0.0005130072,0.0009054103,0.0005107876,0.000432402,0.001895476],"category_scores_gemma":[0.002682705,0.0003474826,0.001584374,0.002033714,0.0005961489,0.0008706719,0.00100354,0.0005490771,0.0001966182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003797375,"about_ca_system_score_gemma":0.0004151424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003718151,"about_ca_topic_score_gemma":0.005175643,"domain_scores_codex":[0.9989647,0.0003154668,0.0001509654,0.0002434804,0.0001066163,0.0002188374],"domain_scores_gemma":[0.9966714,0.0008527359,0.001479193,0.000324049,0.0001933404,0.0004792182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003155865,0.00001943478,0.9985511,0.000005444875,0.0001680249,0.00003624944,0.00005581707,0.00004851108,0.0001573229,0.00001016194,0.00002667208,0.000605758],"study_design_scores_gemma":[0.000005674622,0.000119826,0.9991167,0.000002856548,0.00009449275,0.0001151732,0.0002730395,0.000148877,0.00004556959,0.00001355771,0.00005787772,0.000006353584],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993882,0.0001358167,0.00006854997,0.00001393775,0.000003108345,0.000003808558,0.0002073317,0.000002185019,0.0001770264],"genre_scores_gemma":[0.9996148,0.00003736456,0.00003602314,0.000008092095,0.000005194523,0.00000332149,0.0002326141,0.000002885502,0.0000595837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003718151,"threshold_uncertainty_score":0.007393003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04035687015952123,"score_gpt":0.2675626590210459,"score_spread":0.2272057888615246,"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."}}