{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001157226,0.0001951559,0.000763086,0.0004423042,0.0005116506,0.00003534175,0.0004232257,0.000165437,0.002119309],"category_scores_gemma":[0.0009093876,0.0001722977,0.0002299567,0.001026854,0.0006030821,0.000148568,0.0005573637,0.0007292046,0.0003714219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000832059,"about_ca_system_score_gemma":0.0008629949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002088551,"about_ca_topic_score_gemma":0.00005562355,"domain_scores_codex":[0.9964901,0.0005844694,0.0002911702,0.0005781058,0.001251881,0.0008043046],"domain_scores_gemma":[0.9955998,0.002317501,0.0000751522,0.0008510999,0.0006312167,0.0005252017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004641915,0.0008502836,0.8508521,0.0004831543,0.001449677,0.008863961,0.05417001,0.00001279855,0.04110368,0.001738027,0.03514631,0.0006880633],"study_design_scores_gemma":[0.002287772,0.0004580756,0.8953921,0.0006648874,0.0003438962,0.0001429155,0.09219213,0.0003958127,0.002979286,0.002890428,0.002005289,0.0002474238],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859508,0.0007278043,0.0009637353,0.01051307,0.00006267209,0.0005753446,0.00002487167,0.00004356217,0.00113815],"genre_scores_gemma":[0.9965717,0.0007087116,0.001200126,0.00009852561,0.0001358234,0.000005487141,0.00006837503,0.00003034983,0.001180868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04453997,"threshold_uncertainty_score":0.9987929,"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."}}