{"id":"W4405257460","doi":"10.1186/s12987-024-00596-8","title":"Abstracts from Hydrocephalus 2024: The 16th Meeting of the Hydrocephalus Society","year":2024,"lang":"en","type":"article","venue":"Fluids and Barriers of the CNS","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"School of Medicine and Public Health, University of Wisconsin-Madison; Wallenberg Centre for Molecular and Translational Medicine; UK Dementia Research Institute; Soochow University; Göteborgs Universitet; Uppsala Universitet; Sahlgrenska Universitetssjukhuset; Chang Gung Memorial Hospital, Linkou; Universidade de São Paulo; Chang Gung University; Sahlgrenska Akademin; Centre Hospitalier Universitaire de Québec; Chang Gung Medical Foundation; University College London; Universidade Federal do Rio de Janeiro; Universidade Federal de Minas Gerais; Université Laval; University of Wisconsin-Madison","keywords":"Hydrocephalus; Neurology; Medicine; Neurosurgery; Internal medicine; Pathology; Surgery; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002332546,0.001475424,0.001471234,0.007203535,0.0009115348,0.002646255,0.000990473,0.001930949,0.07753085],"category_scores_gemma":[0.005008735,0.0003168215,0.001254194,0.003355475,0.0005957005,0.002014386,0.002450101,0.00131572,0.02417462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001616156,"about_ca_system_score_gemma":0.003942741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001909489,"about_ca_topic_score_gemma":0.003109755,"domain_scores_codex":[0.9986702,0.0002199161,0.0003788841,0.0001208319,0.000485008,0.0001250741],"domain_scores_gemma":[0.9969181,0.0004661645,0.0004706002,0.00005734167,0.001414986,0.0006728955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002219244,0.00002925459,0.001268214,0.009307901,0.00009251903,0.0008815561,0.0001701106,0.00003937132,0.0009608217,0.0003851913,0.8026298,0.1840133],"study_design_scores_gemma":[0.00004042174,0.00006218435,0.003473563,0.009063073,0.00009572787,0.001662963,0.0001995646,0.00003059886,0.0002500546,0.0004194405,0.9846838,0.00001863436],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.005057618,0.7222656,0.0007577222,0.05728518,0.1355535,0.0005580253,0.003964435,0.0002625558,0.07429528],"genre_scores_gemma":[0.02318934,0.7391109,0.001100155,0.02007235,0.1029592,0.0005310475,0.006464432,0.0002086103,0.1063639],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.07753085,"threshold_uncertainty_score":0.2593666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01274099115925379,"score_gpt":0.2378047790253295,"score_spread":0.2250637878660757,"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."}}