{"id":"W2211849798","doi":"10.1097/aln.0000000000000887","title":"Patient-specific Immune States before Surgery Are Strong Correlates of Surgical Recovery","year":2015,"lang":"en","type":"article","venue":"Anesthesiology","topic":"Cancer, Stress, Anesthesia, and Immune Response","field":"Medicine","cited_by":99,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Allergy and Infectious Diseases; National Institute of Neurological Disorders and Stroke; National Institute of General Medical Sciences; National Cancer Institute; National Heart, Lung, and Blood Institute; Ovarian Cancer Research Fund; National Institutes of Health; Northrop Grumman; International Society for Advancement of Cytometry; Canadian Institutes of Health Research; Lupus Research Alliance; Stanford Bio-X; Hamilton Health Sciences Foundation; U.S. Department of Defense; European Commission; Bill and Melinda Gates Foundation; U.S. Public Health Service; California Institute for Regenerative Medicine","keywords":"Medicine; Immune system; Perioperative; Mass cytometry; Immunology; Internal medicine; Surgery; Phenotype; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001259527,0.0003345349,0.0004206927,0.0006996382,0.0002385758,0.0006451824,0.0002556116,0.000355068,0.001676746],"category_scores_gemma":[0.004576231,0.0001278964,0.0001964987,0.0004800565,0.0004188394,0.0002217162,0.0006728297,0.0006625882,0.0003103133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001569648,"about_ca_system_score_gemma":0.0002636176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002307908,"about_ca_topic_score_gemma":0.0003479948,"domain_scores_codex":[0.9989486,0.0002539629,0.0001456754,0.0002480316,0.0002927355,0.0001110929],"domain_scores_gemma":[0.9953342,0.001911481,0.001495963,0.0003876962,0.0005131592,0.0003574975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006734875,0.000157642,0.9598054,0.00009941011,0.0001509408,0.0001415354,0.0001772423,0.0003356404,0.01995706,0.00006176288,0.0001610035,0.01827889],"study_design_scores_gemma":[0.000005539161,0.0001919407,0.9959217,0.000008789031,0.00004443464,0.000265589,0.00009451577,0.0003519136,0.002794441,0.00007613846,0.0002382214,0.000006689806],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976259,0.0003642222,0.001111511,0.00004766444,0.000009222092,0.00002340614,0.0001663329,0.00001850769,0.0006331092],"genre_scores_gemma":[0.9988565,0.0001352484,0.0005320144,0.00005086793,0.0000146444,0.00002277938,0.0002669486,0.000005391507,0.0001155346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001676746,"threshold_uncertainty_score":0.006661057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02218378165480857,"score_gpt":0.248486149395818,"score_spread":0.2263023677410094,"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."}}