{"id":"W4296745667","doi":"10.3390/curroncol29100531","title":"A Case Report on Longitudinal Collection of Tumour Biopsies for Gene Expression-Based Tumour Microenvironment Analysis from Pancreatic Cancer Patients Treated with Endoscopic Ultrasound Guided Radiofrequency Ablation","year":2022,"lang":"en","type":"article","venue":"Current Oncology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council; Imperial College London; National Institute for Health and Care Research","keywords":"Medicine; Pancreatic cancer; Radiofrequency ablation; Tumor microenvironment; Gemcitabine; Endoscopic ultrasound; Cancer; Pathology; Cancer research; Oncology; Internal medicine; Radiology; Ablation","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":[0.0007609542,0.001595146,0.0013162,0.002798677,0.002056494,0.002334884,0.001302381,0.004206017,0.001901188],"category_scores_gemma":[0.003478865,0.001196238,0.001467315,0.00170356,0.001589535,0.001969498,0.002095095,0.002875027,0.0009609066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001233758,"about_ca_system_score_gemma":0.0008412439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002471447,"about_ca_topic_score_gemma":0.002854157,"domain_scores_codex":[0.9982937,0.000239999,0.000135296,0.0006413525,0.0002812962,0.0004083735],"domain_scores_gemma":[0.996811,0.0008859623,0.0007215924,0.000544352,0.0002084291,0.0008285944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.00009651107,0.00005051601,0.01081524,0.00004580297,0.00001936673,0.9818034,0.0006047575,0.00007126923,0.004005111,0.000116392,0.000272035,0.002099572],"study_design_scores_gemma":[0.000008568433,0.00009414196,0.006508253,0.00001844009,0.00001915576,0.9902957,0.000241255,0.0002459127,0.001484406,0.00009632275,0.000972939,0.00001499621],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9718753,0.003698745,0.01264555,0.002575138,0.0003717394,0.0004232961,0.0005633242,0.0004185318,0.00742843],"genre_scores_gemma":[0.9874719,0.001101588,0.007031423,0.001414462,0.0005398649,0.0001190332,0.0002450525,0.00007615454,0.002000616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004206017,"threshold_uncertainty_score":0.008951545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07441141965941571,"score_gpt":0.374727158780426,"score_spread":0.3003157391210103,"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."}}