{"id":"W4405632865","doi":"10.1007/s00330-024-11307-0","title":"Incidental pancreatic cystic lesions: retrospective analysis of natural history and efficacy of imaging surveillance guidelines","year":2024,"lang":"en","type":"article","venue":"European Radiology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; Dalhousie University","funders":"","keywords":"Medicine; Natural history; Neuroradiology; Interventional radiology; Radiology; Retrospective cohort study; Ultrasound; Magnetic resonance imaging; General surgery; Medical physics; Pathology; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001073687,0.0001197305,0.000830327,0.0004931586,0.00002489998,0.000002953485,0.00009313939,0.00003338821,0.0001419386],"category_scores_gemma":[0.001956609,0.00009286781,0.0001402685,0.0003774693,0.00055429,0.00003027893,0.00007533891,0.0002129442,0.00001123153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002051275,"about_ca_system_score_gemma":0.0001410277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008553121,"about_ca_topic_score_gemma":0.00001350815,"domain_scores_codex":[0.9983726,0.0004882801,0.0005020448,0.0003017176,0.0001520568,0.0001833033],"domain_scores_gemma":[0.9985889,0.0007999351,0.0001074049,0.0002482143,0.0001832587,0.0000723547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001951775,0.00004612311,0.9773802,0.0001375207,0.001646747,0.0004661176,0.0006198604,0.000005503373,0.01303976,0.000510803,0.003224861,0.002727299],"study_design_scores_gemma":[0.000650947,0.0002139651,0.9851382,0.000122465,0.001292554,0.0003062255,0.00009270805,0.011378,0.00002674917,0.00002253617,0.0006826983,0.00007295818],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.957965,0.03700066,0.0003104151,0.0002294392,0.000199327,0.0001527992,0.00001443513,0.00003858096,0.004089364],"genre_scores_gemma":[0.9970346,0.0009217079,0.0009261443,0.00008816956,0.0001167268,0.000002319234,0.00003971489,0.00001840645,0.0008522102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03906962,"threshold_uncertainty_score":0.3787039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03124573314937111,"score_gpt":0.3417461457896112,"score_spread":0.3105004126402401,"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."}}