{"id":"W1995900860","doi":"10.1159/000333261","title":"Controversies in Surveillance and Early Diagnosis of Hepatocellular Carcinoma","year":2011,"lang":"en","type":"article","venue":"Oncology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Hepatocellular carcinoma; Medicine; Biomarker; Cancer; Carcinoma; Oncology; Intensive care medicine; 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":[],"consensus_categories":[],"category_scores_codex":[0.000194461,0.0001114393,0.0004701962,0.0001302431,0.00001730345,0.000002040664,0.00004538461,0.0001353507,0.0001571303],"category_scores_gemma":[0.0001119692,0.00009895775,0.00006596766,0.0001244262,0.0001394878,0.00002930342,0.0000342653,0.00009347806,0.000009631347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006118066,"about_ca_system_score_gemma":0.00007460103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001710051,"about_ca_topic_score_gemma":0.0001540321,"domain_scores_codex":[0.9991937,0.00009265749,0.0002393032,0.000194552,0.00007983053,0.0002000061],"domain_scores_gemma":[0.9993186,0.0003057393,0.00007939168,0.0001548402,0.0000514354,0.00008998123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002780834,0.0003617266,0.9930979,0.00004877393,0.00004294964,0.0005856923,0.001197621,5.2834e-9,0.0005016798,0.0002851644,0.0001205542,0.003479867],"study_design_scores_gemma":[0.002565513,0.002246919,0.9822014,0.00002042796,0.00005936974,0.00003377505,0.0001245153,0.0000808513,0.009038739,0.0001012533,0.003443405,0.00008386241],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895958,0.002289467,0.000003690282,0.0003550462,0.00006103718,0.0003666514,0.00000569749,0.00001166606,0.007311001],"genre_scores_gemma":[0.9989473,0.0002936641,0.0004384792,0.0001169642,0.00002382199,0.00007319837,0.000004420906,0.00001165764,0.00009044947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01089651,"threshold_uncertainty_score":0.403538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06775161910193664,"score_gpt":0.2549372595922701,"score_spread":0.1871856404903335,"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."}}