{"id":"W2969447018","doi":"10.1158/1078-0432.ccr-19-1030","title":"Quantitative Ultrasound Spectroscopy for Differentiation of Hepatocellular Carcinoma from At-Risk and Normal Liver Parenchyma","year":2019,"lang":"en","type":"article","venue":"Clinical Cancer Research","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Grand Challenges Canada","keywords":"Hepatocellular carcinoma; Parenchyma; Cirrhosis; Medicine; Ultrasound; Liver parenchyma; Carcinoma; Liver cancer; Pathology; Internal medicine; Gastroenterology; Radiology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002271279,0.0003405663,0.0002836753,0.00073669,0.0001182628,0.0003536007,0.0002172725,0.0003823256,0.0009483511],"category_scores_gemma":[0.002679948,0.0001604355,0.0001781892,0.0002899396,0.0003214258,0.0002860975,0.0002023767,0.0002758319,0.0002176237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002047272,"about_ca_system_score_gemma":0.0001962178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002023487,"about_ca_topic_score_gemma":0.0003080128,"domain_scores_codex":[0.9993781,0.0003325023,0.00003540128,0.0000921697,0.000135245,0.00002667086],"domain_scores_gemma":[0.9987016,0.0006457377,0.000308914,0.00009455622,0.0001437037,0.0001054652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007891907,0.0007192612,0.5003154,0.0004068643,0.0003346669,0.0002116828,0.0003263278,0.002028825,0.4071398,0.0002997131,0.0002925627,0.08003298],"study_design_scores_gemma":[0.0001667121,0.006328493,0.8493851,0.00004794898,0.0003490767,0.001717375,0.0003594772,0.02649772,0.1135697,0.0005442363,0.0009827155,0.00005142208],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919145,0.0008450333,0.006687337,0.00003591694,0.000009505251,0.00004063431,0.000101379,0.00004558954,0.0003201697],"genre_scores_gemma":[0.9964318,0.00008619729,0.003282165,0.00001330877,0.000006357805,0.00002750109,0.00006012114,0.000004818665,0.00008750203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002271279,"threshold_uncertainty_score":0.01201183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2283073185846744,"score_gpt":0.4259238565567501,"score_spread":0.1976165379720757,"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."}}