{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005052587,0.0002787984,0.0003125517,0.00003149457,0.0006678975,0.0001248448,0.001117234,0.0001314425,0.0002374795],"category_scores_gemma":[0.0005573991,0.0001348655,0.0005117345,0.0005777379,0.0009535399,0.0001731566,0.000574762,0.0004869903,0.00001334478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004472201,"about_ca_system_score_gemma":0.0002038298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004129133,"about_ca_topic_score_gemma":0.00003547521,"domain_scores_codex":[0.9977937,0.0001345758,0.0005099581,0.0005114152,0.0006578702,0.0003925271],"domain_scores_gemma":[0.998507,0.0004811383,0.0001586125,0.0006794289,0.00004179324,0.0001319947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004263132,0.00004168968,0.001493432,0.000170144,0.00009503698,0.000005369586,0.00515201,0.000288133,0.9676892,0.002107057,0.021452,0.001463323],"study_design_scores_gemma":[0.0006451224,0.0001383899,0.008191406,0.0006838585,0.0003390278,0.00005958687,0.001230177,0.02051546,0.9256006,0.008767496,0.03339443,0.0004344684],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9812999,0.00371046,0.00001537818,0.003252623,0.001662457,0.0003328758,0.0001990833,0.00005213337,0.009475132],"genre_scores_gemma":[0.9960561,0.0004095077,0.00002799401,0.001042188,0.0002514003,0.00000920005,0.000001088202,0.00003589813,0.002166631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0420886,"threshold_uncertainty_score":0.5499657,"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."}}