{"id":"W4414823422","doi":"10.1016/j.hpb.2025.07.539","title":"Body Composition Analysis and Neoadjuvant Chemotherapy Outcomes in Locally Advanced and Borderline Resectable PDAC: Preliminary Findings from a European Tertiary Center","year":2025,"lang":"en","type":"article","venue":"HPB","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University; Memorial University of Newfoundland","funders":"","keywords":"Chemotherapy; Center (category theory); Neoadjuvant therapy; Single Center","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":[],"consensus_categories":[],"category_scores_codex":[0.00008581246,0.000169522,0.0003042747,0.0001981638,0.00006774705,0.00004182923,0.0000942339,0.00002902925,0.00006742279],"category_scores_gemma":[0.000002131275,0.0001556585,0.00005817496,0.0002444122,0.00005094079,0.0001645673,0.00006011633,0.000137005,5.473141e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000264026,"about_ca_system_score_gemma":0.000009425147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002362394,"about_ca_topic_score_gemma":0.00001682727,"domain_scores_codex":[0.9991215,0.00006549266,0.000232604,0.0003280155,0.00006967804,0.0001826374],"domain_scores_gemma":[0.9996052,0.00006698098,0.000057356,0.0002091716,0.00002210368,0.00003912859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002409551,0.0001779591,0.894416,0.000008716704,0.0002901845,0.000005574882,0.0002445115,0.00004511747,0.02082481,0.00007930097,0.00008176562,0.08358514],"study_design_scores_gemma":[0.002660118,0.0001253894,0.9773366,0.0001284692,0.00008540232,4.614006e-7,0.00006792007,0.01081924,0.006612433,0.0005571013,0.001360535,0.0002463225],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7297035,0.0003478382,0.2689675,0.000273882,0.00001812628,0.0002213598,0.00004175731,0.00005050898,0.0003754818],"genre_scores_gemma":[0.9588994,0.00012173,0.04005814,0.000475068,0.00002321969,0.00002397348,0.0001233588,0.0000223133,0.0002527747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2291959,"threshold_uncertainty_score":0.634757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003285769145084217,"score_gpt":0.2579523691885359,"score_spread":0.2546666000434517,"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."}}