{"id":"W2792909224","doi":"10.1016/j.surg.2018.01.009","title":"Systematic review, meta-analysis, and a high-volume center experience supporting the new role of mural nodules proposed by the updated 2017 international guidelines on IPMN of the pancreas","year":2018,"lang":"en","type":"review","venue":"Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":91,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"Università degli Studi di Verona","keywords":"Medicine; Meta-analysis; Malignancy; Dysplasia; Intraductal papillary mucinous neoplasm; Radiology; Multivariate analysis; Study heterogeneity; Pancreas; 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":[],"consensus_categories":[],"category_scores_codex":[0.003996145,0.0003272192,0.00543736,0.0001499315,0.0001099152,0.00002279401,0.0006298473,0.0001362869,0.0004306739],"category_scores_gemma":[0.004631198,0.0001119096,0.001981694,0.0005104631,0.0004686848,0.00004498229,0.0002001224,0.0002861721,0.00001079283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004909899,"about_ca_system_score_gemma":0.0006153579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000450525,"about_ca_topic_score_gemma":0.00002365232,"domain_scores_codex":[0.9950823,0.001143496,0.002279473,0.0003541048,0.0008714816,0.0002691568],"domain_scores_gemma":[0.9944317,0.001376915,0.002348039,0.001185368,0.0005712657,0.00008671797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0001223158,0.0003760364,0.009786289,0.3678921,0.2430412,0.00002296777,0.0006200573,1.455009e-7,0.00001824739,0.0001551844,0.3637555,0.01420988],"study_design_scores_gemma":[0.0003192335,0.00009888206,0.000515538,0.1438882,0.570404,0.0002652672,0.0003981087,0.0001686017,0.00004263909,0.00005683659,0.2834662,0.0003765005],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005359292,0.9941897,0.00001941664,0.002560023,0.0001304532,0.002210402,0.0001458665,0.000008980686,0.0001991617],"genre_scores_gemma":[0.001546736,0.9925071,0.0000951179,0.0005044572,0.0001492936,0.0002325399,0.0002532022,0.00002465545,0.004686896],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3273627,"threshold_uncertainty_score":0.5544311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1269381629423242,"score_gpt":0.4253394462378984,"score_spread":0.2984012832955741,"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."}}