{"id":"W3197134970","doi":"10.3390/curroncol28050293","title":"Ampullary Carcinoma: An Overview of a Rare Entity and Discussion of Current and Future Therapeutic Challenges","year":2021,"lang":"en","type":"review","venue":"Current Oncology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Intensive care medicine; General surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005593573,0.0006995401,0.001279909,0.003954885,0.0004142208,0.001211801,0.0006858475,0.0010101,0.003566498],"category_scores_gemma":[0.001336822,0.0002684808,0.0005619159,0.00379744,0.0004811434,0.002055711,0.0007007672,0.001545991,0.001234715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005834792,"about_ca_system_score_gemma":0.001550284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001244791,"about_ca_topic_score_gemma":0.002464569,"domain_scores_codex":[0.9997516,0.00004612167,0.00006097345,0.00004184869,0.00007582655,0.00002358049],"domain_scores_gemma":[0.9994134,0.0003411994,0.00008319155,0.00001163211,0.0001063434,0.00004426401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000764115,0.00005381187,0.0006368036,0.02831274,0.0001104198,0.00140222,0.00019663,0.0004693317,0.001077631,0.003997191,0.04151246,0.9221543],"study_design_scores_gemma":[0.00001091004,0.00008175482,0.001562115,0.01294132,0.0002056159,0.01249409,0.0002402012,0.0001376941,0.0002456529,0.003015139,0.969034,0.00003162072],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000132417,0.9983618,0.0001265459,0.0004127432,0.0001878131,0.000003144774,0.00001902298,0.000007128823,0.0007494717],"genre_scores_gemma":[0.000669572,0.9983877,0.0001963844,0.0002356152,0.0002816174,0.000003207846,0.00003042561,0.000001449132,0.0001939958],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003954885,"threshold_uncertainty_score":0.01193112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4419400641857018,"score_gpt":0.5340166275817314,"score_spread":0.09207656339602965,"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."}}