{"id":"W4402513982","doi":"10.1186/s12882-024-03753-1","title":"Association of chronic kidney disease with postoperative outcomes: a national surgical quality improvement program (NSQIP) multi-specialty surgical cohort analysis","year":2024,"lang":"en","type":"article","venue":"BMC Nephrology","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network; Mount Sinai Hospital; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Specialty; Nephrology; Cohort; Kidney disease; Disease; Internal medicine; General surgery; Surgery; Family medicine","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":[0.001396327,0.0002871764,0.001469544,0.0003065319,0.00006981684,0.00004019877,0.0000928903,0.0002256678,0.000690582],"category_scores_gemma":[0.0004687485,0.0001924263,0.001119298,0.0008361933,0.000187293,0.0000857968,0.00004689527,0.0002954397,0.00003319611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007202632,"about_ca_system_score_gemma":0.001291019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001511692,"about_ca_topic_score_gemma":0.000484217,"domain_scores_codex":[0.9967099,0.0004917071,0.0007250117,0.0006067284,0.001042494,0.0004241964],"domain_scores_gemma":[0.997222,0.001462237,0.0001760912,0.0002843742,0.0004001363,0.0004551384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001473238,0.0009642763,0.9827632,0.0001499948,0.005351415,0.0005513448,0.00009760803,0.00008224349,0.00003178017,0.006983167,0.0004311003,0.00112062],"study_design_scores_gemma":[0.003866449,0.0006443225,0.8267658,0.00002013257,0.002580306,0.00003818305,0.00002203569,0.002418838,0.00001650206,0.00001111611,0.1634133,0.0002030153],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853142,0.0006111907,0.0005144504,0.008859675,0.0002111924,0.002033646,0.0002218906,0.0002429524,0.001990768],"genre_scores_gemma":[0.9900535,0.00008312735,0.0008393371,0.001013711,0.0003694586,0.0004108247,0.0006848822,0.00002962681,0.006515575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1629822,"threshold_uncertainty_score":0.7846918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01971198806480529,"score_gpt":0.3426161473738192,"score_spread":0.3229041593090139,"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."}}