{"id":"W2034320803","doi":"10.1055/s-0030-1247128","title":"Hepatocellular Carcinoma: Epidemiology, Surveillance, and Diagnosis","year":2010,"lang":"en","type":"review","venue":"Seminars in Liver Disease","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":398,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Hepatocellular carcinoma; Medicine; Cirrhosis; Incidence (geometry); HCCS; Epidemiology; Carcinoma; Internal medicine; Gastroenterology; Intensive care 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008823718,0.0008308916,0.0030944,0.0005042575,0.00009377828,0.00002114393,0.0002269742,0.0007650543,0.0002348864],"category_scores_gemma":[0.0007382696,0.0006793946,0.0008648189,0.0004465942,0.0003599485,0.00007726171,0.0002150567,0.001020858,0.0001292564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001869969,"about_ca_system_score_gemma":0.0004664776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001565101,"about_ca_topic_score_gemma":0.00001380046,"domain_scores_codex":[0.9963322,0.0006563196,0.0009282228,0.001134852,0.0002308864,0.0007175659],"domain_scores_gemma":[0.9965081,0.001359048,0.000317879,0.0009368574,0.00006066086,0.0008174556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003065691,0.000189407,0.5770684,0.008833492,0.00006826379,0.002681804,0.00002026889,3.950536e-9,2.900244e-8,0.00003457309,0.0005938586,0.4104792],"study_design_scores_gemma":[0.0006791553,0.0001364691,0.05433539,0.01058923,0.002554239,0.0001456842,0.000005277098,0.0001678477,6.067419e-7,0.00007459065,0.9306909,0.0006206022],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02133578,0.9751524,0.000001529542,0.0001329688,0.0002664317,0.0024326,0.0002970312,0.00007253039,0.0003087005],"genre_scores_gemma":[0.02218731,0.9740631,0.0003106366,0.00012472,0.0002419372,0.001380654,0.001119713,0.0001205734,0.0004513614],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.930097,"threshold_uncertainty_score":0.9995657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09723845612733516,"score_gpt":0.3181171327071317,"score_spread":0.2208786765797965,"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."}}