{"id":"W4414407516","doi":"10.1002/ueg2.70118","title":"Perineural Invasion in Pancreatic Ductal Adenocarcinoma: Recapitulating Its Importance and Defining Future Directions","year":2025,"lang":"en","type":"review","venue":"United European Gastroenterology Journal","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"Amsterdam University Medical Centers","keywords":"Perineural invasion; Pancreatic ductal adenocarcinoma; Infiltration (HVAC); Biomarker; Pancreatic cancer; Adenocarcinoma","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001189724,0.0004908969,0.001811817,0.001884078,0.0003127586,0.00005416713,0.0002424827,0.0002482168,0.0001185913],"category_scores_gemma":[0.0007058688,0.0003891036,0.0002816513,0.0005368027,0.0001762832,0.00009741725,0.0002567174,0.002946924,0.00002632791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002461356,"about_ca_system_score_gemma":0.0003517153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005164768,"about_ca_topic_score_gemma":0.00002218844,"domain_scores_codex":[0.9952415,0.002060341,0.001223666,0.0005185269,0.0002267013,0.0007292589],"domain_scores_gemma":[0.9983135,0.0003293976,0.0005417258,0.0003142927,0.0001584579,0.0003425697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002437446,0.0001220499,0.9554077,0.004428547,0.0004381415,0.00550594,0.0002605372,7.336077e-7,0.000002242839,0.00003620279,0.000383567,0.03317057],"study_design_scores_gemma":[0.004862602,0.002178141,0.7104977,0.03521657,0.004343819,0.1025067,0.0005628305,0.000157709,6.326894e-8,0.00001459346,0.1392452,0.0004140466],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.2172478,0.7802516,0.000008362606,0.0003028875,0.0002950178,0.0004609676,0.00001640833,0.00003653992,0.001380379],"genre_scores_gemma":[0.002690644,0.9948522,0.0007900194,0.0003033282,0.0004899657,0.00001980455,0.0001560663,0.0000695423,0.0006283715],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.24491,"threshold_uncertainty_score":0.9998561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04192007648962087,"score_gpt":0.3325405712898578,"score_spread":0.2906204948002369,"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."}}