{"id":"W4413934491","doi":"10.1101/2025.08.31.25334780","title":"CSF Tap Test Parameters and Short-Term Outcomes in operated and non-operated patients with idiopathic Normal Pressure Hydrocephalus: A Cohort Study","year":2025,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Cohort; Term (time); Hydrocephalus; Normal pressure hydrocephalus; Test (biology); Internal medicine; Pediatrics; Surgery; Physics; Disease; Dementia","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004899818,0.0004398985,0.0006347634,0.001103482,0.0006923922,0.0007673358,0.0003330279,0.0005011361,0.001293362],"category_scores_gemma":[0.001425897,0.0003044722,0.000702719,0.0008800803,0.0003973188,0.000857915,0.0006318234,0.0005901617,0.0003060537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002844352,"about_ca_system_score_gemma":0.0003401341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002073754,"about_ca_topic_score_gemma":0.001556047,"domain_scores_codex":[0.9995676,0.00006301451,0.00005946089,0.0001320968,0.00007746462,0.0001004289],"domain_scores_gemma":[0.9990025,0.0001363668,0.0003290841,0.0001064949,0.0001270984,0.0002985444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002716467,0.00009063284,0.9986143,0.000007253735,0.00005596223,0.0002211992,0.00008379409,0.00001104871,0.0001483751,0.000007764524,0.00003650172,0.0004514916],"study_design_scores_gemma":[0.00003041483,0.0007853968,0.997324,0.000006785488,0.0000710662,0.0009423895,0.0004738551,0.0001149708,0.00006175928,0.00002550677,0.0001528012,0.00001102506],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996498,0.00008038793,0.0000289401,0.000007071133,0.000004210243,0.000009232511,0.000113916,6.482636e-7,0.0001057995],"genre_scores_gemma":[0.9994767,0.00006380217,0.00003249854,0.00001489505,0.00001561471,0.00001430108,0.0003086495,0.000001244433,0.00007233258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002073754,"threshold_uncertainty_score":0.004326701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01658708294680432,"score_gpt":0.2636210897369251,"score_spread":0.2470340067901208,"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."}}