{"id":"W4415742573","doi":"10.1016/j.pan.2025.07.357","title":"Role of endoscopic ultrasound in detecting morphological features for predicting malignancy in IPMNs: results from a tertiary referral center","year":2025,"lang":"en","type":"article","venue":"Pancreatology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Endoscopic ultrasound; Malignancy; Tertiary referral hospital; Center (category theory); Ultrasound","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005419253,0.0001738025,0.000906429,0.0003463211,0.0000451466,0.000005019085,0.000153798,0.0003858794,0.00003273358],"category_scores_gemma":[0.004300469,0.0001455617,0.00009006709,0.0002722828,0.0001994186,0.00003988178,0.00007894952,0.0004571323,0.000002885858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001207817,"about_ca_system_score_gemma":0.0001889764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002232181,"about_ca_topic_score_gemma":0.001444913,"domain_scores_codex":[0.9978564,0.0002668868,0.0007375423,0.0004892226,0.000119108,0.0005308582],"domain_scores_gemma":[0.9961678,0.003259658,0.0001309717,0.000310889,0.00006539028,0.00006531041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002551228,0.0002771589,0.9662212,0.00009793423,0.00008314882,0.0001318046,0.0007231424,0.000001946881,0.02819,0.0001902749,0.0001155252,0.001416629],"study_design_scores_gemma":[0.009582115,0.0003632753,0.9762772,0.0007424563,0.0001098872,0.0001162407,0.001102312,0.0004041899,0.008620773,0.002465703,0.0001272833,0.00008856398],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881552,0.001635086,0.00009736407,0.0005038528,0.00008956845,0.0008415519,0.00009044959,0.00003170639,0.008555247],"genre_scores_gemma":[0.9956616,0.0002028764,0.003282343,0.0002276873,0.00005769126,0.0002277243,0.0001123471,0.00001235024,0.0002153832],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01956923,"threshold_uncertainty_score":0.5935835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02350621521948507,"score_gpt":0.333984589885703,"score_spread":0.3104783746662179,"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."}}