{"id":"W4408203293","doi":"10.23736/s0390-5616.24.06363-x","title":"What is idiopathic in normal pressure hydrocephalus?","year":2025,"lang":"en","type":"review","venue":"Journal of Neurosurgical Sciences","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Ontario Brain Institute; Toronto Western Hospital","funders":"","keywords":"Medicine; Normal pressure hydrocephalus; Hydrocephalus; Internal medicine; Radiology; Dementia; Disease","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":[0.001676462,0.000503953,0.00188693,0.002465689,0.0005514785,0.002252009,0.0008655999,0.002287356,0.003827402],"category_scores_gemma":[0.008092011,0.000330216,0.0007191704,0.00279854,0.003323437,0.004631186,0.0008452233,0.001756618,0.001270394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001124181,"about_ca_system_score_gemma":0.002988237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002236538,"about_ca_topic_score_gemma":0.002335663,"domain_scores_codex":[0.9987447,0.0002774489,0.0003640964,0.000250208,0.0002722993,0.00009121205],"domain_scores_gemma":[0.995948,0.00265821,0.0007150406,0.00005940002,0.0004255138,0.0001937529],"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":[0.0004312888,0.00006043281,0.01137888,0.1366103,0.0005569716,0.01251458,0.002834458,0.0002423621,0.0007741923,0.02588299,0.1304106,0.678303],"study_design_scores_gemma":[0.0001144241,0.0001565719,0.01687664,0.1601114,0.0006585569,0.08768333,0.006292038,0.0001856837,0.0004555541,0.03766161,0.6896868,0.0001173378],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001167003,0.9814658,0.0002625324,0.01092335,0.003234728,0.00002306755,0.0001460743,0.00001128462,0.002766104],"genre_scores_gemma":[0.01975668,0.9618073,0.0004188597,0.01001308,0.006953494,0.00003200507,0.000270565,0.00001095519,0.000737088],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003827402,"threshold_uncertainty_score":0.01280391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05759620857765054,"score_gpt":0.3548524329142372,"score_spread":0.2972562243365867,"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."}}