{"id":"W1979897497","doi":"10.1053/j.gastro.2015.02.035","title":"Management of Pancreatic Cysts in an Evidence-Based World","year":2015,"lang":"en","type":"letter","venue":"Gastroenterology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Real world evidence; Medicine; Business; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008138961,0.0003150163,0.001546444,0.0008578931,0.0000172692,0.000006867062,0.0003550808,0.0004437057,0.0003961638],"category_scores_gemma":[0.00006520778,0.0002745871,0.00013305,0.000245627,0.0003474449,0.00006585091,0.0001113826,0.001347047,0.00006190196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003385909,"about_ca_system_score_gemma":0.0002763166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001148632,"about_ca_topic_score_gemma":0.0002156548,"domain_scores_codex":[0.9967374,0.0006402384,0.0006976193,0.0005450774,0.000575441,0.0008042074],"domain_scores_gemma":[0.9983304,0.0002091378,0.0002489888,0.0008431118,0.0001976003,0.0001707972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00231074,0.0002379472,0.7159827,0.001268923,0.000279996,0.006036931,0.00004220215,0.00000505111,0.00002095257,0.000005643423,0.2734873,0.0003216349],"study_design_scores_gemma":[0.01527019,0.01575626,0.8937544,0.008892727,0.002695532,0.0004080257,0.0001300834,0.001374027,0.00002239542,0.0003408646,0.06094944,0.0004060403],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.6507369,0.0005842097,0.0002024497,0.3444696,0.0002509773,0.001450566,0.00002740489,0.00004418007,0.002233657],"genre_scores_gemma":[0.395757,0.0003824737,0.01040771,0.5794441,0.00162477,0.000713738,0.0008414268,0.0001416826,0.01068709],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2549799,"threshold_uncertainty_score":0.9999706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08450089941949666,"score_gpt":0.3627437422459737,"score_spread":0.278242842826477,"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."}}