{"id":"W2975420137","doi":"10.1007/s00261-019-02237-3","title":"Diagnostic imaging of hepatocellular carcinoma at community hospitals and their tertiary referral center in the era of LI-RADS: a quality assessment study","year":2019,"lang":"en","type":"article","venue":"Abdominal Radiology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; Sinai Health System; University Health Network; Women's College Hospital; University of Toronto","funders":"","keywords":"Medicine; Hepatocellular carcinoma; Intraclass correlation; Nuclear medicine; Radiology; Hepatology; Neuroradiology; Guideline; Referral; Internal medicine; Pathology; Neurology","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":[0.006086816,0.0003237984,0.0008258692,0.003279116,0.0008530412,0.002051519,0.000916808,0.0008390233,0.0008938203],"category_scores_gemma":[0.02195397,0.000403431,0.0008015957,0.007147474,0.0008771682,0.001409999,0.001777044,0.0005789279,0.000116572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003659269,"about_ca_system_score_gemma":0.002634826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02702837,"about_ca_topic_score_gemma":0.0259528,"domain_scores_codex":[0.9937668,0.002119157,0.001468271,0.000685157,0.001203223,0.0007574225],"domain_scores_gemma":[0.9734795,0.005169069,0.01277464,0.0008785649,0.005607923,0.00209035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006238333,0.00001968051,0.9986708,0.00002908005,0.00006075919,0.00002197113,0.0001646845,0.00002021851,0.00002137611,0.00001842112,0.00005134307,0.0008593579],"study_design_scores_gemma":[0.00001243697,0.000101795,0.9981877,0.0000296353,0.00006991583,0.0001109686,0.001080063,0.0001841724,0.00003748486,0.00002100552,0.0001569826,0.00000784886],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997052,0.00132718,0.0002141979,0.0002756237,0.000008519647,0.00003533809,0.0005937718,0.000005842064,0.0004874538],"genre_scores_gemma":[0.9992535,0.0001901686,0.0001434633,0.00005843693,0.000009442941,0.00001332856,0.0002975508,0.000002426763,0.00003184529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02702837,"threshold_uncertainty_score":0.05374211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04832752666820087,"score_gpt":0.2984538817921502,"score_spread":0.2501263551239493,"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."}}