{"id":"W2197074738","doi":"10.1016/j.jhep.2015.11.040","title":"Staging for hepatocellular carcinoma: An embarrassment of riches","year":2015,"lang":"en","type":"letter","venue":"Journal of Hepatology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Hepatocellular carcinoma; Medicine; Liver cancer; Internal medicine; Hepatology; Cancer; Incidence (geometry); Hepatitis B virus; Hepatitis B; Gastroenterology; Carcinoma; Oncology; Virus; Immunology","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":[0.002110428,0.0005719325,0.00104903,0.001035883,0.003733857,0.0027037,0.001343179,0.02115029,0.002776928],"category_scores_gemma":[0.0238299,0.000859966,0.0009464595,0.0007579892,0.002418542,0.003672753,0.001828737,0.02223348,0.002540457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003875008,"about_ca_system_score_gemma":0.00215237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003923398,"about_ca_topic_score_gemma":0.007311798,"domain_scores_codex":[0.9982972,0.0005353213,0.0003217076,0.0002116125,0.0003378487,0.0002963444],"domain_scores_gemma":[0.9929994,0.002895268,0.0006134303,0.0003129076,0.001538824,0.001640041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001148806,0.00007949507,0.01424477,0.0001337936,0.00009173592,0.1417602,0.00116945,0.0003873901,0.0007021148,0.005287601,0.8098803,0.02614828],"study_design_scores_gemma":[0.0002197488,0.0003027384,0.013257,0.001601845,0.0002079941,0.287085,0.005808914,0.003448533,0.0009245966,0.02973107,0.6570898,0.0003227656],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004408218,0.002292526,0.0002343459,0.9752702,0.0145321,0.00001226268,0.00002975841,0.00001802706,0.003202568],"genre_scores_gemma":[0.08783241,0.005762396,0.001374038,0.8074027,0.0904417,0.00004245475,0.00006285551,0.00006584582,0.007015624],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02115029,"threshold_uncertainty_score":0.02811521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1229049393600249,"score_gpt":0.3045348701160913,"score_spread":0.1816299307560664,"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."}}