{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005890887,0.0003059556,0.0002671217,0.001802796,0.0003352878,0.000304595,0.000262546,0.0003148823,0.007613665],"category_scores_gemma":[0.001547849,0.0001756755,0.0002135316,0.0006766746,0.0004036393,0.0003194959,0.0003760517,0.000428286,0.002179878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005494315,"about_ca_system_score_gemma":0.0005053152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003896173,"about_ca_topic_score_gemma":0.005033737,"domain_scores_codex":[0.9997284,0.00005853538,0.0000268767,0.00002641428,0.00009534207,0.00006438261],"domain_scores_gemma":[0.9991615,0.00009958013,0.000139699,0.000077487,0.000299788,0.0002219912],"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":[0.001172313,0.0001103794,0.7334267,0.001084095,0.0001020864,0.04487552,0.0004331559,0.0004131232,0.05428208,0.004171576,0.02313988,0.1367891],"study_design_scores_gemma":[0.00009816443,0.0004968684,0.6483808,0.0008461718,0.000175185,0.1917907,0.001208076,0.001980804,0.01719175,0.001937502,0.1357879,0.0001059466],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"editorial","genre_scores_codex":[0.7429522,0.04076203,0.02375831,0.004274948,0.001938563,0.0008699021,0.003260104,0.000735806,0.1814482],"genre_scores_gemma":[0.9684799,0.007265611,0.008433242,0.0008241418,0.0003931933,0.00008316268,0.002110153,0.00004097064,0.01236956],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.007613665,"threshold_uncertainty_score":0.0254702,"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."}}