{"id":"W4405565475","doi":"10.1016/j.pan.2024.05.462","title":"The use of quantitative contrast-enhanced endoscopic ultrasound in the evaluation of pancreatic neuroendocrine tumors: can we move from quality to quantity?","year":2024,"lang":"en","type":"article","venue":"Pancreatology","topic":"Neuroendocrine Tumor Research Advances","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Endoscopic ultrasound; Neuroendocrine tumors; Contrast-enhanced ultrasound; Contrast (vision); Radiology; Quality (philosophy); Ultrasound; Internal medicine; Artificial intelligence","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":[0.09431294,0.0009276827,0.002956431,0.004465291,0.0006035995,0.01017331,0.00350624,0.003334414,0.0021533],"category_scores_gemma":[0.1802411,0.0009287684,0.001011808,0.003897713,0.00737859,0.01637806,0.002683681,0.004263114,0.0005630326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002686116,"about_ca_system_score_gemma":0.002931384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004272545,"about_ca_topic_score_gemma":0.005282301,"domain_scores_codex":[0.9692822,0.01551565,0.00460049,0.001520299,0.008590287,0.0004911284],"domain_scores_gemma":[0.7798228,0.147658,0.01627081,0.01168518,0.04167374,0.002889556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002105684,0.0004015636,0.1487436,0.005281443,0.001636629,0.0004625741,0.00156478,0.001657539,0.0116868,0.01903332,0.01538131,0.7920447],"study_design_scores_gemma":[0.002015071,0.01095352,0.3918567,0.02460557,0.005715488,0.01254559,0.01167058,0.04119145,0.0326372,0.1403056,0.324466,0.002037351],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1062797,0.486715,0.128159,0.2436531,0.01006381,0.0005901842,0.0009091119,0.0009093399,0.02272083],"genre_scores_gemma":[0.7218578,0.1226234,0.111962,0.03069086,0.009285638,0.0003455888,0.0004204586,0.0007092117,0.00210512],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09431294,"threshold_uncertainty_score":0.4987805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1194880755225223,"score_gpt":0.420090924141872,"score_spread":0.3006028486193498,"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."}}