{"id":"W4385387269","doi":"10.1016/j.cyto.2023.156310","title":"Lower levels of Th1 and Th2 cytokines in cerebrospinal fluid (CSF) at the time of initial CSF shunt placement in children are associated with subsequent shunt revision surgeries","year":2023,"lang":"en","type":"article","venue":"Cytokine","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"National Center for Advancing Translational Sciences; National Institute of Neurological Disorders and Stroke; Saban Research Institute; National Institutes of Health; University of Washington; Children's Hospital Los Angeles; University of Southern California","keywords":"Medicine; Cerebrospinal fluid; Shunt (medical); Cytokine; Surgery; Internal 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":[0.0006832734,0.0002983329,0.0006104921,0.0002718728,0.0001227656,0.00003922289,0.0002892445,0.0001044928,0.0003002357],"category_scores_gemma":[0.0005853319,0.0002066484,0.0000831162,0.001143321,0.0004048548,0.0002016219,0.0003664969,0.0002123151,0.00002237206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001664671,"about_ca_system_score_gemma":0.00008387511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001118948,"about_ca_topic_score_gemma":0.0002779244,"domain_scores_codex":[0.9974831,0.0002016304,0.0006696301,0.0005383201,0.000641414,0.0004659003],"domain_scores_gemma":[0.9988527,0.0002958352,0.0003191515,0.0003627804,0.00009458474,0.00007494976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001652805,0.0004625473,0.4517177,0.0001338215,0.00004283648,0.000118133,0.000982894,0.0007946852,0.5425711,0.0002417557,0.0008259408,0.0004558157],"study_design_scores_gemma":[0.001732968,0.0005611594,0.814027,0.0005908183,0.00002310849,0.0000301883,0.00006719558,0.0005192325,0.1820397,0.00005554861,0.0001086509,0.0002444994],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980243,0.0001355082,0.000003062248,0.0004878361,0.00008562634,0.0005902611,0.0004111148,0.00004641074,0.0002158424],"genre_scores_gemma":[0.9991338,0.0002151411,0.000004648106,0.0001801373,0.00004518537,0.00002174718,0.00003974439,0.00003530981,0.0003243495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3623092,"threshold_uncertainty_score":0.8426877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02703598971023939,"score_gpt":0.274113307480001,"score_spread":0.2470773177697616,"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."}}