{"id":"W4401929318","doi":"10.1016/j.surg.2024.07.026","title":"Pathologic complete response following neoadjuvant chemotherapy in pancreatic ductal adenocarcinoma: Impact on survival and recurrence","year":2024,"lang":"en","type":"article","venue":"Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Pancreatic ductal adenocarcinoma; Adenocarcinoma; Pancreatic cancer; Complete response; Chemotherapy; Oncology; Neoadjuvant therapy; Internal medicine; Pathology; Cancer; Breast cancer","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":[0.002636903,0.0002129739,0.0008245782,0.0004155072,0.00006005587,0.00003670601,0.00005835188,0.0001282429,0.0001812588],"category_scores_gemma":[0.0008774671,0.0001501646,0.0002146909,0.0004211336,0.000142425,0.00007037924,0.0000335742,0.0004163993,0.00006950948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000208136,"about_ca_system_score_gemma":0.0005200575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001152957,"about_ca_topic_score_gemma":0.000004949106,"domain_scores_codex":[0.9979658,0.0004861065,0.0003387619,0.0004235721,0.0003106067,0.0004751305],"domain_scores_gemma":[0.9953803,0.004116242,0.00003362731,0.0002683314,0.00002492075,0.0001765926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003242634,0.0001030713,0.9804677,0.0001038925,0.0001135605,0.00913732,0.0005278572,5.411435e-7,0.002293707,0.00004209895,0.0007498923,0.003217758],"study_design_scores_gemma":[0.0007694515,0.000537283,0.9957678,0.0006771167,0.00006266202,0.0004663737,0.0002176172,0.0008843407,0.00003593167,0.0002693475,0.0001633014,0.0001487847],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906966,0.006078543,0.0000164658,0.001611871,0.0003546306,0.0003342635,0.00001817695,0.0000728853,0.0008165441],"genre_scores_gemma":[0.9985645,0.0006413661,0.000121688,0.0001532826,0.0001102617,0.00003587577,0.00002073536,0.00002698273,0.0003252991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01530012,"threshold_uncertainty_score":0.6123536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06279539420305381,"score_gpt":0.3666117451759794,"score_spread":0.3038163509729256,"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."}}