{"id":"W4382930099","doi":"10.1053/j.gastro.2023.06.022","title":"Surveillance for Presumed BD-IPMN of the Pancreas: Stability, Size, and Age Identify Targets for Discontinuation","year":2023,"lang":"en","type":"article","venue":"Gastroenterology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":84,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"Università degli Studi di Verona; Ministero della Salute; National Cancer Institute; Fondazione Italiana per la ricerca sulle Malattie del Pancreas","keywords":"Discontinuation; Medicine; Pancreas; Internal medicine; Gastroenterology","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":[0.0008994679,0.0003652404,0.00103172,0.00077482,0.0002920954,0.0008378748,0.0003816042,0.0005258094,0.001269766],"category_scores_gemma":[0.003375326,0.000141232,0.0006325433,0.0005243281,0.0002405598,0.0009568294,0.0002519954,0.001057369,0.00024655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004735955,"about_ca_system_score_gemma":0.0007639075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00108649,"about_ca_topic_score_gemma":0.001883106,"domain_scores_codex":[0.9996876,0.00007312906,0.00003976129,0.00004422484,0.00009350121,0.00006181019],"domain_scores_gemma":[0.9982411,0.0007806154,0.0003425674,0.0000716308,0.0001970594,0.0003669941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003483684,0.0003420271,0.8273688,0.0002404809,0.0001435661,0.006399388,0.000244309,0.0008049847,0.006697936,0.0004380939,0.002064886,0.1517719],"study_design_scores_gemma":[0.0002420371,0.005560331,0.9179847,0.001105499,0.0007515709,0.03354879,0.0008960454,0.005173374,0.0120631,0.002118599,0.02050566,0.00005040887],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9407897,0.03510482,0.004184095,0.00449244,0.0001746127,0.0001442063,0.0003827548,0.0001156243,0.01461167],"genre_scores_gemma":[0.9916711,0.004972623,0.001326649,0.0006448709,0.0002277569,0.00001892033,0.0003115235,0.00002414038,0.0008023963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001269766,"threshold_uncertainty_score":0.004756868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04196018057905936,"score_gpt":0.3519262867155804,"score_spread":0.309966106136521,"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."}}