{"id":"W2971308471","doi":"10.1186/s42047-019-0047-6","title":"The strengths and weaknesses of gross and histopathological evaluation in hepatocellular carcinoma: a brief review","year":2019,"lang":"en","type":"review","venue":"Surgical and Experimental Pathology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Pathological; Grading (engineering); Hepatocellular carcinoma; Pathology; Medicine; Disease; Liver cancer; Carcinoma; Keratin; Oncology; Internal medicine; Biology","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":[0.001406703,0.0007621929,0.001314621,0.004768535,0.0003679647,0.001339864,0.0009008569,0.001109201,0.002563059],"category_scores_gemma":[0.003455217,0.000311125,0.0006940947,0.004089454,0.0007520459,0.001823302,0.0007059957,0.001389436,0.001148359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007113355,"about_ca_system_score_gemma":0.001949302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00180368,"about_ca_topic_score_gemma":0.002709924,"domain_scores_codex":[0.9995136,0.0001088686,0.0001285147,0.00008592285,0.0001366675,0.00002636839],"domain_scores_gemma":[0.9974731,0.001677537,0.0002343548,0.00005855514,0.000483314,0.00007311627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008059621,0.00004534947,0.0005241898,0.06087238,0.0001918047,0.0004132782,0.0002007191,0.0002974719,0.0009494536,0.003842589,0.0399884,0.8925938],"study_design_scores_gemma":[0.00001006143,0.00009980091,0.00210208,0.0262392,0.000407417,0.003257495,0.0002101207,0.00010763,0.0004281339,0.002774501,0.964325,0.0000385861],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006774045,0.9988886,0.00007357218,0.000367278,0.00024079,0.000002513766,0.00001585398,0.000003359771,0.00034034],"genre_scores_gemma":[0.0006304604,0.9985643,0.0001244488,0.0002180811,0.0002828905,0.00000380861,0.00001988653,0.000001251454,0.0001548888],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004768535,"threshold_uncertainty_score":0.008574307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09176795049523233,"score_gpt":0.3570868333964105,"score_spread":0.2653188829011782,"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."}}