{"id":"W4416391065","doi":"10.1016/j.pdpdt.2025.105062","title":"Dosimetry considerations for Endovascular Photo-activated Ablation (EPA) aimed at downstaging locally advanced pancreatic cancers.","year":2025,"lang":"en","type":"article","venue":"Photodiagnosis and Photodynamic Therapy","topic":"Photodynamic Therapy Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Pancreatic cancer; Dosimetry; Ablation; Lumen (anatomy); Cadaveric spasm; Pancreas","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":[0.0006304961,0.0002593698,0.0001898443,0.0002761153,0.000210578,0.0006092382,0.0003256913,0.0004498737,0.00152139],"category_scores_gemma":[0.001416566,0.0002488469,0.0004128086,0.000208216,0.0002484941,0.0004209216,0.0003165353,0.0004247742,0.0003197649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006286573,"about_ca_system_score_gemma":0.000351887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008837749,"about_ca_topic_score_gemma":0.001105309,"domain_scores_codex":[0.9998241,0.00007113694,0.000007467222,0.00002177829,0.00006447713,0.00001100689],"domain_scores_gemma":[0.9996062,0.0002654087,0.00005420746,0.00002889207,0.00003108983,0.00001425242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004487997,0.0001175048,0.01121098,0.0005400152,0.00007871713,0.0004523724,0.0003493698,0.6090673,0.3154701,0.008173859,0.001898527,0.05219254],"study_design_scores_gemma":[0.00004798404,0.0005086474,0.0124391,0.0001175491,0.0001197599,0.001757799,0.0002593805,0.7431773,0.2141384,0.009325905,0.01800771,0.0001004838],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.292694,0.007640287,0.6821144,0.001921584,0.0001478561,0.0001401178,0.0005055281,0.0007946065,0.01404162],"genre_scores_gemma":[0.9627154,0.001430261,0.03371995,0.0001236966,0.00001592907,0.00006245133,0.0001162588,0.0001111166,0.001704988],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00152139,"threshold_uncertainty_score":0.005089521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01761114174586522,"score_gpt":0.3088826202245019,"score_spread":0.2912714784786367,"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."}}