{"id":"W2999203814","doi":"10.1097/tp.0000000000003117","title":"Surveillance for HCC After Liver Transplantation: Increased Monitoring May Yield Aggressive Treatment Options and Improved Postrecurrence Survival","year":2020,"lang":"en","type":"article","venue":"Transplantation","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Liver transplantation; Medicine; Yield (engineering); Transplantation; Hepatocellular carcinoma; Internal medicine; Oncology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00181912,0.0001460481,0.0003491554,0.001220359,0.0001035169,0.0005528076,0.0002595603,0.0002126149,0.0004815501],"category_scores_gemma":[0.005000491,0.00007500699,0.0005144037,0.001410706,0.000263649,0.0003725029,0.0001760176,0.0002147706,0.0001027062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002609867,"about_ca_system_score_gemma":0.0004023149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005224795,"about_ca_topic_score_gemma":0.001679856,"domain_scores_codex":[0.9993006,0.0002405187,0.0001441249,0.00007781536,0.0002061256,0.00003083178],"domain_scores_gemma":[0.9949412,0.002286429,0.002086485,0.0001243447,0.0004594061,0.0001021454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002594874,0.00002977392,0.8156115,0.001434604,0.0004060814,0.0002280022,0.0001445568,0.0002009074,0.001537959,0.00006848109,0.0007504991,0.1793282],"study_design_scores_gemma":[0.00002177529,0.0004353168,0.9875514,0.0008745969,0.0009063123,0.00327235,0.0002207657,0.0003720459,0.001567946,0.00008602114,0.004679166,0.00001243282],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6906957,0.3025919,0.002051563,0.001150635,0.00008221705,0.00002761135,0.0004093491,0.0000657305,0.002925204],"genre_scores_gemma":[0.9415675,0.05679227,0.0007675645,0.0002694397,0.0001751673,0.0000122602,0.0002743717,0.000006564425,0.0001347291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00181912,"threshold_uncertainty_score":0.009620547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07520242954317334,"score_gpt":0.2728147278972188,"score_spread":0.1976122983540455,"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."}}