{"id":"W2776941860","doi":"10.1055/s-0037-1607452","title":"HCC Risk Scores: Useful or Not?","year":2017,"lang":"en","type":"review","venue":"Seminars in Liver Disease","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Hepatocellular carcinoma; Population; Cirrhosis; Hepatitis B; Risk assessment; Hepatitis C; Liver cancer; Intensive care medicine; Internal medicine; Environmental health; Oncology; Computer science","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003278082,0.0006840649,0.002131265,0.0003970949,0.0001679245,0.00007868445,0.000427993,0.0003709654,0.0007171467],"category_scores_gemma":[0.0006071618,0.0004753238,0.001078288,0.000222052,0.0001859631,0.0001295562,0.0001925888,0.0006019537,0.0008705626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003134558,"about_ca_system_score_gemma":0.001192383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001183542,"about_ca_topic_score_gemma":0.00002393006,"domain_scores_codex":[0.9973695,0.0002649121,0.0005983724,0.0008213772,0.0004299305,0.0005159233],"domain_scores_gemma":[0.9968946,0.000295102,0.0004642762,0.001545141,0.00005500206,0.0007458611],"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":[0.0004903055,0.0003640461,0.1260025,0.01964216,0.0002950463,0.01314122,0.0000784533,1.967902e-8,1.026339e-8,0.000006264446,0.002623315,0.8373567],"study_design_scores_gemma":[0.0008551539,0.0001978426,0.005852317,0.06298891,0.009026886,0.00005633026,0.000006702499,0.00003114104,5.479442e-7,0.00001054097,0.9204853,0.0004883217],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00141836,0.9944885,8.676e-7,0.00002521065,0.0002805502,0.002319452,0.0005934807,0.0000712901,0.0008023373],"genre_scores_gemma":[0.001484261,0.989069,0.0001711764,0.00005863593,0.0004278335,0.0003115439,0.0006718799,0.0001204434,0.007685157],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.917862,"threshold_uncertainty_score":0.9999074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2376399480875164,"score_gpt":0.3687482925336545,"score_spread":0.1311083444461381,"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."}}