{"id":"W4380050262","doi":"10.3390/curroncol30060417","title":"Role of Immune Microenvironment in Pancreatic Ductal Adenocarcinoma: Could It Be Considered a Predictor of Prognosis?","year":2023,"lang":"en","type":"article","venue":"Current Oncology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pancreatic ductal adenocarcinoma; Medicine; Tumor microenvironment; Immune system; Pancreatic cancer; Pancreatic carcinoma; Adenocarcinoma; Cancer research; Internal medicine; Immune escape; Oncology; Pathology; Cancer; Immunology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008112136,0.0002070246,0.0003196845,0.0004255052,0.0001804291,0.0004027153,0.0002179308,0.0002998478,0.001038917],"category_scores_gemma":[0.001547237,0.00006792528,0.0002495552,0.0004821463,0.0002812653,0.0003830454,0.0003195562,0.0003334762,0.0002124433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001316402,"about_ca_system_score_gemma":0.0001880935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001562107,"about_ca_topic_score_gemma":0.0002387089,"domain_scores_codex":[0.9997987,0.00006410413,0.00002901516,0.00003674649,0.00003459066,0.00003695919],"domain_scores_gemma":[0.9987386,0.0004096229,0.0004493369,0.00006431689,0.0001341606,0.0002039891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003262559,0.00001977373,0.9937593,0.00002903976,0.00002551661,0.000127852,0.00001913156,0.00006207089,0.0007773567,0.00001119203,0.00004084451,0.004801826],"study_design_scores_gemma":[0.00001145451,0.0005103775,0.9958618,0.00002918149,0.0001038031,0.001418496,0.0001518522,0.0005358963,0.0006607542,0.0001020655,0.0006081519,0.000006062699],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969444,0.002415815,0.000235889,0.00008361888,0.00001629409,0.000005128617,0.00008687303,0.000003176711,0.0002088462],"genre_scores_gemma":[0.9993041,0.0003655723,0.0001126757,0.00002020073,0.00004135714,0.000005805131,0.00009089173,8.978955e-7,0.0000585332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001038917,"threshold_uncertainty_score":0.004290164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1058527736615539,"score_gpt":0.3962450989157973,"score_spread":0.2903923252542435,"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."}}