{"id":"W3180964253","doi":"","title":"Resected Pancreatic Ductal Adenocarcinoma: understanding tumour tropism to maximise benefit from surgery.","year":2021,"lang":"en","type":"article","venue":"Research Explorer (The University of Manchester)","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"LMC Diabetes & Endocrinology (Canada)","funders":"","keywords":"Pancreatic ductal adenocarcinoma; Tropism; Medicine; Adenocarcinoma; Hematology; Pancreatic cancer; Pancreatic carcinoma; Internal medicine; Oncology; General surgery; Pathology; Surgery; Cancer; Immunology; Virus","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":[0.0008380126,0.0001887591,0.0002449072,0.0003704136,0.00006340182,0.0004730586,0.0001676109,0.0002767913,0.0009653208],"category_scores_gemma":[0.001437161,0.00009492404,0.0002028699,0.0002088096,0.0001887359,0.0005545005,0.0002767702,0.0002632755,0.0002718812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003461331,"about_ca_system_score_gemma":0.000244556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005261415,"about_ca_topic_score_gemma":0.001226829,"domain_scores_codex":[0.9998888,0.00005233191,0.000009350714,0.00001654225,0.00002038418,0.00001261967],"domain_scores_gemma":[0.9995651,0.0001582103,0.0001838863,0.00001042935,0.00002828394,0.000054139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001463703,0.0000885298,0.8104916,0.0007212924,0.0001568541,0.0006172719,0.0002093735,0.002516622,0.009856638,0.0005113488,0.001487408,0.1718793],"study_design_scores_gemma":[0.00006394138,0.001110328,0.9794277,0.0003076087,0.000149512,0.003629276,0.0006052628,0.006033394,0.002166683,0.002121175,0.004367855,0.0000173492],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.958174,0.0303758,0.002973514,0.002820593,0.00004049355,0.00004402081,0.0003849171,0.0000753209,0.005111415],"genre_scores_gemma":[0.9944635,0.003853119,0.001151604,0.0001212286,0.00005984951,0.000008843282,0.00009789615,0.00000377159,0.0002401602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009653208,"threshold_uncertainty_score":0.004431903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2067081334569963,"score_gpt":0.3302196340944039,"score_spread":0.1235115006374076,"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."}}