{"id":"W4410291762","doi":"10.1016/j.semcancer.2025.05.004","title":"The exposome and pancreatic cancer, lifestyle and environmental risk factors for PDAC","year":2025,"lang":"en","type":"review","venue":"Seminars in Cancer Biology","topic":"Nutritional Studies and Diet","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"European Cooperation in Science and Technology","keywords":"Exposome; Pancreatic cancer; Medicine; Environmental health; Cancer; Internal medicine; Bioinformatics; Oncology; Biology","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":[0.0004976402,0.0004443685,0.0005372275,0.0007314622,0.0006269801,0.001467566,0.000270148,0.0006407449,0.004827096],"category_scores_gemma":[0.001458897,0.0001933154,0.001199781,0.001334673,0.000262924,0.0005615093,0.0008295635,0.001018491,0.0005662817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005276393,"about_ca_system_score_gemma":0.0008003527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008930271,"about_ca_topic_score_gemma":0.009498616,"domain_scores_codex":[0.9996285,0.0001078963,0.00003488185,0.00009113263,0.00006675829,0.00007075499],"domain_scores_gemma":[0.999406,0.0001455145,0.0001660101,0.00004084732,0.0001223412,0.0001193913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008004538,0.0003973081,0.8264748,0.002938407,0.002124,0.0007366946,0.0007630684,0.0004618097,0.002311669,0.002790612,0.01280679,0.1473944],"study_design_scores_gemma":[0.00001431313,0.0001741057,0.9629349,0.0008839845,0.001057604,0.0008870923,0.000459291,0.0004601986,0.000305696,0.002128955,0.03065559,0.00003837931],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.6058672,0.3410125,0.003201122,0.01332166,0.001168325,0.0001327869,0.01107078,0.0001800687,0.02404557],"genre_scores_gemma":[0.8765666,0.108176,0.00240778,0.00178911,0.0009161669,0.0001222424,0.003805233,0.00004009063,0.006176657],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.008930271,"threshold_uncertainty_score":0.01775658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0261134001861538,"score_gpt":0.352720285450012,"score_spread":0.3266068852638582,"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."}}