{"id":"W7149225551","doi":"","title":"Biomarkers","year":2025,"lang":"en","type":"article","venue":"Utrecht University Repository (Utrecht University)","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cognition; Effects of sleep deprivation on cognitive performance; White matter; Magnetic resonance imaging; Logistic regression; Hyperintensity; Brain size; Longitudinal study","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003842178,0.00163223,0.001561181,0.003067834,0.001191812,0.006113824,0.001977475,0.002750947,0.1020697],"category_scores_gemma":[0.00933056,0.0005307882,0.001647432,0.003808946,0.0007756457,0.002546403,0.00234484,0.002101725,0.06768359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002086068,"about_ca_system_score_gemma":0.003522909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005228802,"about_ca_topic_score_gemma":0.003756654,"domain_scores_codex":[0.9958544,0.0009406307,0.0004867212,0.001342923,0.0009768492,0.0003984606],"domain_scores_gemma":[0.9965566,0.0005281047,0.0006147366,0.0003812134,0.001661532,0.000257726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001292381,0.0002485396,0.03818014,0.005681324,0.0009035133,0.0009137356,0.0004092278,0.0008515295,0.003178282,0.02396424,0.3898526,0.5345246],"study_design_scores_gemma":[0.0001841891,0.0002275634,0.01437925,0.002359623,0.0004045332,0.00124507,0.0003013176,0.0007601589,0.002055428,0.01536999,0.9626247,0.0000881331],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0371601,0.1896215,0.0564949,0.04947635,0.02453016,0.002842167,0.1767434,0.007166097,0.4559652],"genre_scores_gemma":[0.2928799,0.1024626,0.0515918,0.04457741,0.01382238,0.004783892,0.1884265,0.002174023,0.2992814],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1020697,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01065640191845192,"score_gpt":0.1986524862762594,"score_spread":0.1879960843578075,"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."}}