{"id":"W4398295967","doi":"10.7759/cureus.60891","title":"Updates on the Diagnostic Use of Ultrasonography Augmented With Perfluorobutane Contrast in Hepatocellular Carcinoma: A Meta-Analysis","year":2024,"lang":"en","type":"article","venue":"Cureus","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hepatocellular carcinoma; Meta-analysis; Contrast (vision); Ultrasonography; Medicine; Radiology; Internal medicine; Computer science; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.02718175,0.002776392,0.01460795,0.0097247,0.000550449,0.004215248,0.001908222,0.00229278,0.003465148],"category_scores_gemma":[0.05954273,0.001777375,0.0488468,0.006435617,0.0005712713,0.001989394,0.001588803,0.002115246,0.0003815854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002508348,"about_ca_system_score_gemma":0.002276078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005849209,"about_ca_topic_score_gemma":0.01251952,"domain_scores_codex":[0.9868578,0.006650923,0.003659705,0.001112613,0.001429345,0.0002895809],"domain_scores_gemma":[0.9499645,0.03873671,0.005663048,0.001615548,0.003635525,0.000384732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00275149,0.00003354196,0.004748054,0.2052085,0.7596573,0.0001236582,0.00007750043,0.0005120913,0.0003302854,0.0001066595,0.0007294416,0.02572148],"study_design_scores_gemma":[0.0004206454,0.000155044,0.004170111,0.01652636,0.9764444,0.0000899751,0.00002386052,0.000166903,0.0001042893,0.0001392208,0.001732795,0.00002635387],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.003298018,0.9951506,0.0004440707,0.0003012724,0.0002033443,0.0001041888,0.0002867062,0.00002443116,0.0001873651],"genre_scores_gemma":[0.1484406,0.8450173,0.002553346,0.00149951,0.0007230113,0.0004155054,0.0009497675,0.00005625679,0.00034473],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02718175,"threshold_uncertainty_score":0.1437525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1266464158241875,"score_gpt":0.2581181436864399,"score_spread":0.1314717278622524,"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."}}