{"id":"W3171539108","doi":"10.1016/j.ejso.2021.06.007","title":"The faith of non-surveilled pancreatic cysts: a bicentric retrospective study","year":2021,"lang":"en","type":"article","venue":"European Journal of Surgical Oncology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Population; Incidence (geometry); Cumulative incidence; Internal medicine; Retrospective cohort study; Intraductal papillary mucinous neoplasm; Cohort; Gastroenterology; Pancreas","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":[0.00525205,0.0001572471,0.001291811,0.0001488892,0.0001452875,0.00001645744,0.0002617043,0.00006122341,0.0003737451],"category_scores_gemma":[0.001111672,0.00008910096,0.0002822038,0.0006072141,0.0003626261,0.00004545508,0.0001506149,0.0007987624,0.00005198887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002950958,"about_ca_system_score_gemma":0.001049413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000820786,"about_ca_topic_score_gemma":0.000009811263,"domain_scores_codex":[0.9944259,0.003190648,0.001181515,0.0002078524,0.000627359,0.0003667389],"domain_scores_gemma":[0.9958094,0.00163818,0.0006752177,0.0003342027,0.001244567,0.0002984734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007668047,0.005744332,0.8448533,0.00005552821,0.002623287,0.1021154,0.002123523,0.000007471348,0.001311147,0.0003728172,0.004222549,0.02890255],"study_design_scores_gemma":[0.01695497,0.01619,0.8910685,0.0001253543,0.0007137368,0.0059308,0.004148504,0.0000776585,0.00007782688,0.00005596007,0.06454247,0.0001142156],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8738533,0.001333445,0.0001049851,0.00202195,0.0002347531,0.0003242948,0.00000248662,0.000007088993,0.1221177],"genre_scores_gemma":[0.9939974,0.002965008,0.0005232837,0.00007601004,0.0004148934,0.000003032566,0.00000152931,0.00002391728,0.001994905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1201442,"threshold_uncertainty_score":0.4092247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02650947085039608,"score_gpt":0.3434599262364815,"score_spread":0.3169504553860855,"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."}}