{"id":"W4391811610","doi":"10.1245/s10434-024-15024-2","title":"ASO Visual Abstract: Adjuvant Therapy After Upfront Resection of Resectable Pancreatic Cancer: Patterns of Omission and Use—A Prospective Real-Life Study","year":2024,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Surgical oncology; Resection; Adjuvant therapy; Pancreatic cancer; Oncology; General surgery; Internal medicine; Cancer; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005466953,0.0002397278,0.0003947071,0.0005353895,0.0002518393,0.0008603279,0.0002974975,0.0004315455,0.002140013],"category_scores_gemma":[0.003463705,0.0001522856,0.000480056,0.0008894929,0.0001836709,0.0006302822,0.0003128382,0.0004378172,0.0004982074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003429801,"about_ca_system_score_gemma":0.0003901855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001179539,"about_ca_topic_score_gemma":0.001435312,"domain_scores_codex":[0.9995284,0.0001319134,0.0000772679,0.00009653562,0.000093754,0.00007219944],"domain_scores_gemma":[0.9967036,0.0008506747,0.001635289,0.0001739945,0.0003151901,0.0003212673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006721644,0.0004765841,0.9807554,0.0001085175,0.0001390582,0.0001213257,0.0001082942,0.0001130433,0.0006114721,0.00002552589,0.000547201,0.01027197],"study_design_scores_gemma":[0.0001772301,0.00197618,0.9947304,0.00003134233,0.0001959434,0.0003362808,0.0002178782,0.0003123663,0.0004881349,0.00004592947,0.001473047,0.0000154279],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997663,0.0004513125,0.0000678497,0.0000492785,0.00001543207,0.00001351622,0.001157235,0.000003836337,0.0005784438],"genre_scores_gemma":[0.99761,0.0002272231,0.00008396503,0.00005576196,0.00003152294,0.00001202881,0.001448436,0.000005450872,0.0005255854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002140013,"threshold_uncertainty_score":0.007159054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09496330417612496,"score_gpt":0.455081535171209,"score_spread":0.3601182309950841,"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."}}