{"id":"W4295592367","doi":"10.3390/curroncol29090511","title":"Risk Factors and Prognostic Impact of Postoperative Complications in Patients with Advanced Gastric Cancer Receiving Neoadjuvant Chemotherapy","year":2022,"lang":"en","type":"article","venue":"Current Oncology","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Sanming Project of Medicine in Shenzhen","keywords":"Medicine; Chemotherapy; Logistic regression; Complication; Gastrectomy; Surgery; Internal medicine; Cancer; Risk factor; Neoadjuvant therapy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006844758,0.0001194294,0.0003158721,0.0001887146,0.00007321806,0.000003228778,0.00005875594,0.00001631487,0.0001594614],"category_scores_gemma":[0.0000427395,0.00008507103,0.00004233481,0.0003805143,0.00005648865,0.0000425363,0.0000578,0.0002244056,2.94045e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005488605,"about_ca_system_score_gemma":0.0001542943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000225782,"about_ca_topic_score_gemma":0.0000705787,"domain_scores_codex":[0.9992291,0.00005910969,0.000196716,0.0002000546,0.000139845,0.000175192],"domain_scores_gemma":[0.999467,0.00009867168,0.0001856542,0.0001153353,0.0000771169,0.00005623046],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003478446,0.0005077737,0.9015473,0.00001397039,0.00005960813,7.762261e-7,0.0007633567,0.0003043649,0.00001455709,0.000005646152,0.000221106,0.09621371],"study_design_scores_gemma":[0.004878998,0.003047455,0.9898422,0.00003444071,0.00006431209,0.000001434899,0.0002686648,0.0001379078,0.000004238848,0.000008217215,0.001639138,0.00007302931],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997792,0.000520336,0.00005417514,0.0004080219,0.0001330773,0.0009209216,0.000072129,0.00001327896,0.00008604162],"genre_scores_gemma":[0.9992764,0.0002995751,0.000118632,0.00005158086,0.00000793273,0.0001505203,0.00007137338,0.00001104399,0.00001293899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09614068,"threshold_uncertainty_score":0.3469096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03464510958982155,"score_gpt":0.3673258997908699,"score_spread":0.3326807902010483,"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."}}