{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006069824,0.0003779806,0.004077792,0.0002482038,0.0000582756,0.000005439046,0.0001575934,0.0005187635,0.0001240598],"category_scores_gemma":[0.00007528462,0.0002197331,0.0002944224,0.000204802,0.0004708646,0.00005044276,0.0002973542,0.0008175465,0.000001654671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001390957,"about_ca_system_score_gemma":0.001406531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006100185,"about_ca_topic_score_gemma":0.00002178536,"domain_scores_codex":[0.9969454,0.001075479,0.0007962178,0.0005721636,0.0002993543,0.0003113948],"domain_scores_gemma":[0.9981855,0.0003071211,0.000509289,0.0005134371,0.0002211089,0.0002635647],"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":[0.00003749863,0.0009810155,0.0041022,0.09019071,0.0002111872,0.00002877369,0.0004786298,9.768687e-10,0.000001079025,0.001406659,0.0001148117,0.9024475],"study_design_scores_gemma":[0.00112275,0.001294295,0.00645581,0.01410678,0.003373342,0.0002974224,0.0003911906,0.000006259632,5.436509e-7,0.000128812,0.9726372,0.0001855624],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001829553,0.9957684,0.000005094685,0.000367816,0.0007060532,0.001060546,0.00007117903,0.00001086364,0.0001805473],"genre_scores_gemma":[0.0004094008,0.9985741,0.00007019509,0.000007575698,0.0005393351,0.00009582158,0.0002464897,0.00002910506,0.00002797763],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9725224,"threshold_uncertainty_score":0.8960456,"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."}}