{"id":"W1995900860","doi":"10.1159/000333261","title":"Controversies in Surveillance and Early Diagnosis of Hepatocellular Carcinoma","year":2011,"lang":"en","type":"article","venue":"Oncology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Hepatocellular carcinoma; Medicine; Biomarker; Cancer; Carcinoma; Oncology; Intensive care medicine; 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":[0.09256937,0.0005688234,0.001968961,0.003033199,0.001740682,0.004601204,0.003814646,0.009143613,0.002194567],"category_scores_gemma":[0.1900411,0.0005675677,0.001109407,0.003038322,0.01039285,0.009849517,0.003504827,0.01356209,0.0007905354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006321666,"about_ca_system_score_gemma":0.007171309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006235078,"about_ca_topic_score_gemma":0.00539338,"domain_scores_codex":[0.9598349,0.02430946,0.006425799,0.002580277,0.00596075,0.0008888101],"domain_scores_gemma":[0.747853,0.2088755,0.009875302,0.004615656,0.02464515,0.004135423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000938845,0.0001470465,0.01210546,0.007286506,0.000500455,0.0006301686,0.002655481,0.001090793,0.0005266388,0.1216894,0.1419042,0.710525],"study_design_scores_gemma":[0.0004362594,0.0006288723,0.02295631,0.03427795,0.0009304004,0.004582429,0.006510604,0.00225749,0.001422863,0.248967,0.6766546,0.0003752188],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00261229,0.3893289,0.001257874,0.5975386,0.006291442,0.00001195634,0.00006483652,0.00001921161,0.002874829],"genre_scores_gemma":[0.1757675,0.4683508,0.005654131,0.2593646,0.08951231,0.0001457846,0.0002379144,0.00006735077,0.0008997617],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09256937,"threshold_uncertainty_score":0.4895595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06775161910193664,"score_gpt":0.2549372595922701,"score_spread":0.1871856404903335,"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."}}