{"id":"W2622687272","doi":"10.5604/01.3001.0010.0269","title":"Hepatocellular Carcinoma: Pay Now or Pay More Later","year":2017,"lang":"en","type":"letter","venue":"Annals of Hepatology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Hepatocellular carcinoma; Carcinoma; General surgery; Oncology; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001110025,0.0005671055,0.001660572,0.0002340558,0.0001129958,0.00002303348,0.0003814006,0.001117767,0.001465315],"category_scores_gemma":[0.00007916454,0.000291215,0.0006622932,0.00005901491,0.0003645193,0.00008574269,0.0001523796,0.0009531878,0.0003798577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003580853,"about_ca_system_score_gemma":0.000509855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004281991,"about_ca_topic_score_gemma":0.00001664176,"domain_scores_codex":[0.9974034,0.0001282041,0.0005792371,0.0007389688,0.0004213161,0.000728876],"domain_scores_gemma":[0.9971911,0.0001769412,0.0005075118,0.001546274,0.0003706726,0.0002075341],"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":[0.0001499079,0.0002244629,0.4152772,0.0004835222,0.0006180542,0.02452092,0.00004068993,1.684923e-8,0.000003477818,0.000003774642,0.5583761,0.0003018989],"study_design_scores_gemma":[0.00135573,0.0006446881,0.06446107,0.0002492534,0.001026919,0.000408393,0.000005691698,0.00003012006,0.002915014,0.00008139918,0.9284661,0.0003556439],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1392171,0.004958977,9.506994e-7,0.8531885,0.0006081061,0.0007469516,0.0003330623,0.00004809973,0.0008982984],"genre_scores_gemma":[0.3795933,0.003041172,0.00004120016,0.600204,0.001609561,0.0001968033,0.001553638,0.0001071869,0.01365312],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.37009,"threshold_uncertainty_score":0.999954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07883509420256653,"score_gpt":0.3347067257711386,"score_spread":0.2558716315685721,"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."}}