{"id":"W2610942057","doi":"10.1007/s12029-017-9949-2","title":"Predictive Power of the NSQIP Risk Calculator for Early Post-Operative Outcomes After Whipple: Experience from a Regional Center in Northern Ontario","year":2017,"lang":"en","type":"article","venue":"Journal of Gastrointestinal Cancer","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Laurentian University; NOSM University; Health Sciences North","funders":"","keywords":"Medicine; Calculator; Surgery; Whipple Procedure; General surgery; Pneumonia; Population; Complication; Pancreaticoduodenectomy; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002854492,0.000150346,0.0005619794,0.00006713287,0.0001225436,0.00002347219,0.0002967432,0.00004861016,0.000263725],"category_scores_gemma":[0.0009544659,0.00008556013,0.0002451215,0.00003592837,0.0003783987,0.0001786842,0.0000774143,0.0005505958,0.000001433953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005001918,"about_ca_system_score_gemma":0.001293024,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02195431,"about_ca_topic_score_gemma":0.1523101,"domain_scores_codex":[0.9985275,0.00007685382,0.0005005606,0.0001683432,0.0004669096,0.0002598715],"domain_scores_gemma":[0.9976578,0.0002241801,0.0007065245,0.0003074101,0.0009597354,0.0001443635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006564606,0.000197183,0.9862149,0.000009027229,0.0001339903,0.00007708934,0.006098331,0.00000624032,0.000504604,0.000002472749,0.0001173044,0.00007426441],"study_design_scores_gemma":[0.003824678,0.001602103,0.992182,0.0009463211,0.0001327139,0.0002280019,0.0007274281,0.00005209046,0.00008609013,0.00006430699,0.00009097128,0.00006330134],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970121,0.00008208303,0.0003089731,0.001799708,0.0001462134,0.0004161779,0.0001229231,0.000001758498,0.0001100332],"genre_scores_gemma":[0.996605,0.000007623076,0.002516355,0.0001913697,0.0001367899,0.00005997784,0.000001195064,0.00001323453,0.0004684669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1303558,"threshold_uncertainty_score":0.9845586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03049654989690575,"score_gpt":0.3548831102401401,"score_spread":0.3243865603432344,"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."}}