{"id":"W2985497014","doi":"10.1016/j.jhepr.2019.10.007","title":"How to improve HCC surveillance outcomes","year":2019,"lang":"en","type":"review","venue":"JHEP Reports","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Hepatocellular carcinoma; Medicine; Computer science; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003984068,0.0006354954,0.003550924,0.0002384739,0.00004719985,0.0001027359,0.0001152613,0.0004209847,0.0001059661],"category_scores_gemma":[0.0003266569,0.0004249817,0.001330322,0.000308676,0.00002259231,0.00005954324,0.000115805,0.0003254418,0.0003647903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002388366,"about_ca_system_score_gemma":0.0004809188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003946416,"about_ca_topic_score_gemma":0.000007144283,"domain_scores_codex":[0.9972598,0.00008038625,0.0007969264,0.0009343464,0.0004650201,0.0004635148],"domain_scores_gemma":[0.997237,0.0001336383,0.0006180974,0.00154577,0.000119754,0.0003457969],"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":[0.000004838528,0.00007771479,0.1666977,0.01249152,0.00056249,0.005554269,0.00001524217,3.831274e-9,0.000001166648,0.000004973851,0.003741263,0.8108488],"study_design_scores_gemma":[0.0001650975,0.0001978892,0.000905857,0.002387471,0.001357247,0.001023625,0.000002498411,7.900475e-7,0.000007288499,0.000004651562,0.9935384,0.0004091949],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003183811,0.9901913,0.00001140287,0.0005112845,0.001540479,0.003746123,0.00003712605,0.0001323105,0.003511539],"genre_scores_gemma":[0.002185834,0.9376045,0.0003061631,0.0001537499,0.000418529,0.0004777327,0.0004756745,0.0001353805,0.05824238],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9897971,"threshold_uncertainty_score":0.9998202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1199229677469841,"score_gpt":0.3296167892671368,"score_spread":0.2096938215201526,"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."}}