{"id":"W4399071000","doi":"10.1038/s41416-024-02692-w","title":"The road to tailored adjuvant chemotherapy for all four non-pancreatic periampullary cancers: An international multimethod cohort study","year":2024,"lang":"en","type":"article","venue":"British Journal of Cancer","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Internal medicine; Chemotherapy; Cohort; Oncology; Adjuvant chemotherapy; Cohort study; Pancreatic cancer; Adjuvant; Periampullary cancer; General surgery; Gastroenterology; Cancer","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":[0.002152812,0.0003963698,0.0005340905,0.0005921433,0.001129342,0.001819249,0.0009797955,0.001139672,0.002482782],"category_scores_gemma":[0.005933296,0.0007764747,0.001207812,0.001240012,0.0003714113,0.001125462,0.002309642,0.001967706,0.0003698055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006904122,"about_ca_system_score_gemma":0.0008454726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01684633,"about_ca_topic_score_gemma":0.02683771,"domain_scores_codex":[0.9981731,0.0005146253,0.0001411074,0.0005618697,0.0001855308,0.0004237688],"domain_scores_gemma":[0.9966516,0.000409237,0.001074288,0.001163823,0.0002841151,0.000417015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000839003,0.00006330014,0.990871,0.00002594114,0.0006479378,0.0001730956,0.0004878118,0.0001420885,0.0004616191,0.0003474125,0.001054593,0.004886178],"study_design_scores_gemma":[0.00006763801,0.0001463339,0.9949192,0.00005103043,0.0004966361,0.000500245,0.0006874579,0.0003216095,0.0001131056,0.0005109207,0.002155277,0.00003060972],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947575,0.0009705686,0.0005916762,0.0006130425,0.00004906265,0.00002225829,0.001774744,0.000009695334,0.001211367],"genre_scores_gemma":[0.9971464,0.0003202245,0.0005506654,0.0002103204,0.00003345668,0.00003550887,0.0009940907,0.00001749474,0.0006919854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01684633,"threshold_uncertainty_score":0.03349656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03661280621149079,"score_gpt":0.4207692226584384,"score_spread":0.3841564164469476,"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."}}