{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004285167,0.0002671501,0.001067125,0.0002377901,0.00005564035,0.000009831733,0.0001177092,0.0002738796,0.0001705664],"category_scores_gemma":[0.0001675278,0.0002159902,0.0003195833,0.0002235069,0.000392211,0.00009896847,0.00004405703,0.0002542439,0.00008685831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008569087,"about_ca_system_score_gemma":0.0002748811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001904823,"about_ca_topic_score_gemma":0.00001158071,"domain_scores_codex":[0.9979063,0.0002886961,0.0007277228,0.000355192,0.0002508776,0.0004711902],"domain_scores_gemma":[0.9978766,0.0007613796,0.0003931993,0.0005295756,0.0002450808,0.0001941554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01175389,0.0005422575,0.9101512,0.0001391677,0.0001650941,0.00191467,0.00145367,0.0001101851,0.000216426,0.0001279737,0.01701715,0.05640829],"study_design_scores_gemma":[0.002391452,0.004152657,0.7622068,0.0004777969,0.000110011,0.003905132,0.004318865,0.00005793576,0.002152035,0.0003845265,0.2194177,0.0004250765],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980882,0.01777415,0.000002419398,0.000407789,0.0004174592,0.0002495059,0.00001140575,0.00006634492,0.0001888557],"genre_scores_gemma":[0.9951732,0.003724058,0.00004277268,0.0001025735,0.0002480246,0.00002542742,0.0001731807,0.0000445334,0.0004661869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2024006,"threshold_uncertainty_score":0.8807826,"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."}}