{"id":"W2054682387","doi":"10.1002/hep.24332","title":"Histological diagnosis of early hepatocellular carcinoma","year":2011,"lang":"en","type":"letter","venue":"Hepatology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto General Hospital; University Health Network","funders":"","keywords":"Malignancy; Hepatocellular carcinoma; Dysplasia; Medicine; Pathology; Lesion; Cancer; Carcinoma; 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","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001777506,0.0007828103,0.002321597,0.0005503845,0.00008020844,0.00001005804,0.0004017251,0.003034895,0.003084752],"category_scores_gemma":[0.0001047122,0.0006687021,0.001003748,0.0003077528,0.0005816537,0.00005224714,0.0001673436,0.001950859,0.0005477165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001970971,"about_ca_system_score_gemma":0.0004150984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001414993,"about_ca_topic_score_gemma":0.000007945224,"domain_scores_codex":[0.9961437,0.0003832093,0.001015553,0.001018848,0.0004957781,0.0009429331],"domain_scores_gemma":[0.9974483,0.0002997009,0.0005489167,0.0011928,0.000281436,0.0002288824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000126,0.0001901303,0.6342087,0.0004240747,0.0003078112,0.0160149,0.000114762,6.287333e-10,0.00002249007,0.00007952031,0.3480011,0.0005104847],"study_design_scores_gemma":[0.001969009,0.00314244,0.03420737,0.0001858707,0.002918293,0.001603715,0.000007937502,0.0002130319,0.006145611,0.0005000285,0.9482122,0.00089448],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8809083,0.006660673,0.00002047963,0.1028363,0.0006648471,0.001246302,0.0001027816,0.0001718519,0.007388429],"genre_scores_gemma":[0.8830717,0.0003726579,0.0005743498,0.1117653,0.0008918656,0.0005470499,0.0007600946,0.0001376302,0.0018794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6002111,"threshold_uncertainty_score":0.9995764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09614192727140801,"score_gpt":0.2493418587152535,"score_spread":0.1531999314438455,"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."}}