{"id":"W4205689931","doi":"10.1159/000518190","title":"Verona Evidence-Based Meeting (EBM) 2020 on Intraductal Papillary Mucinous Neoplasms (IPMNs) of the Pancreas: Meeting Report","year":2021,"lang":"en","type":"article","venue":"Digestive Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"National Institute for Health and Care Research; Cancer Research UK","keywords":"Medicine; Pancreas; General surgery; Intraductal papillary mucinous neoplasm; Pancreatectomy; Gastroenterology; Internal medicine","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002122277,0.000253551,0.0009661241,0.0001111288,0.0002114797,0.00001866308,0.0001365943,0.0001834027,0.0001782731],"category_scores_gemma":[0.0225371,0.0001828153,0.0003728404,0.0006503666,0.0003705109,0.00009016568,0.0001231918,0.0005239334,0.00002694389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001907676,"about_ca_system_score_gemma":0.002833802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003535017,"about_ca_topic_score_gemma":0.00001528706,"domain_scores_codex":[0.9965799,0.0006214584,0.000778306,0.000556794,0.0009350157,0.0005285171],"domain_scores_gemma":[0.9899825,0.008058543,0.0004111295,0.0007239898,0.0006039207,0.0002198495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005597897,0.0002668456,0.9751425,0.0002370113,0.0002123368,0.004876876,0.0001694109,0.00003835006,0.01065838,0.00002587085,0.005214121,0.002598467],"study_design_scores_gemma":[0.0005819018,0.0002345347,0.9361388,0.005684591,0.0003102492,0.001150841,0.0003980145,0.0004272396,0.05332282,0.00003790314,0.001473522,0.0002395686],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816826,0.003006767,0.00001891803,0.004616037,0.0004454258,0.0003725703,0.00001254169,0.00005120564,0.009793939],"genre_scores_gemma":[0.9967339,0.000695704,0.0004526658,0.0007826028,0.000367034,0.00004401026,0.00004505446,0.00003659522,0.0008424446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04266444,"threshold_uncertainty_score":0.9856965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05682721103213471,"score_gpt":0.3140982080095907,"score_spread":0.2572709969774559,"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."}}