{"id":"W2157241878","doi":"10.1111/j.1872-034x.2007.00180.x","title":"Screening for hepatocellular carcinoma","year":2007,"lang":"en","type":"article","venue":"Hepatology Research","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Hepatocellular carcinoma; Medicine; Cirrhosis; Internal medicine; Population; Screening test; Disease; Liver disease; Carcinoma; Gastroenterology; Environmental health; Pediatrics","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":[0.001224995,0.0001092865,0.0002609394,0.000287682,0.000227013,0.00001260494,0.00009772133,0.0001337797,0.0001729918],"category_scores_gemma":[0.0003329422,0.0000919485,0.0001399567,0.0002535152,0.0001807258,0.00003319211,0.00007053251,0.0002269009,0.0001010666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001031911,"about_ca_system_score_gemma":0.0001714288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001609573,"about_ca_topic_score_gemma":0.0000320333,"domain_scores_codex":[0.998262,0.00007138636,0.0002021683,0.0003537661,0.0003623973,0.0007482404],"domain_scores_gemma":[0.9979062,0.001057526,0.00002302669,0.0003402107,0.0003356369,0.0003373748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006244025,0.0003615087,0.9829643,0.00009871794,0.0001012397,0.00106444,0.0001295354,4.866581e-8,0.0004105365,0.002656495,0.006190331,0.005398415],"study_design_scores_gemma":[0.006783273,0.001550639,0.8853569,0.00008643223,0.0002865447,0.0003138281,0.001025308,0.00277563,0.04541933,0.00107851,0.05505691,0.000266691],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906945,0.001478914,0.001342706,0.002116066,0.000071271,0.001083662,0.00001374179,0.00004454439,0.003154659],"genre_scores_gemma":[0.9963897,0.00004635887,0.001871715,0.0002830209,0.000170193,0.0002052608,0.00007227897,0.00002573118,0.000935717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09760743,"threshold_uncertainty_score":0.3749551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.196359290535334,"score_gpt":0.4377665883241,"score_spread":0.241407297788766,"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."}}