{"id":"W4200301451","doi":"10.1186/s12987-021-00293-w","title":"Abstracts from Hydrocephalus 2021: The Thirteenth Meeting of the International Society for Hydrocephalus and Cerebrospinal Fluid Disorders","year":2021,"lang":"en","type":"article","venue":"Fluids and Barriers of the CNS","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Saskatchewan","funders":"Sahlgrenska Akademin; UK Dementia Research Institute; Uppsala Universitet; Göteborgs Universitet; Sahlgrenska Universitetssjukhuset","keywords":"Hydrocephalus; Cerebrospinal fluid; Medicine; Neurology; Pathology; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003605763,0.0002444407,0.0002947645,0.0000218681,0.0007563606,0.00009664141,0.0008428572,0.0001103557,0.0001107399],"category_scores_gemma":[0.0009757641,0.0001393668,0.0004475105,0.0002585262,0.0007926986,0.0001606357,0.0006490744,0.0002526131,0.000001189545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003745758,"about_ca_system_score_gemma":0.000214128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002090159,"about_ca_topic_score_gemma":0.0000946634,"domain_scores_codex":[0.998086,0.00007349807,0.0004665268,0.0005051651,0.0005458987,0.0003229308],"domain_scores_gemma":[0.9986523,0.000409845,0.0002456295,0.0004802733,0.00009757074,0.0001143366],"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":[0.0001292506,0.00008356007,0.007316711,0.0001004142,0.000138803,0.000001073454,0.002487439,0.000176695,0.9790133,0.00222332,0.006492512,0.00183689],"study_design_scores_gemma":[0.002582885,0.000214647,0.03201262,0.0003597161,0.000321646,0.00004889682,0.002793283,0.01825039,0.9051817,0.0119432,0.02579215,0.0004988507],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878592,0.001524575,0.00005221626,0.00614796,0.0009280576,0.0003702172,0.0003577404,0.00001373133,0.002746224],"genre_scores_gemma":[0.9968421,0.0008541837,0.0001434744,0.0011468,0.0001914474,0.00001693347,0.000005210313,0.00002465969,0.0007752296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07383161,"threshold_uncertainty_score":0.5817391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01097152266443391,"score_gpt":0.2336072936874529,"score_spread":0.222635771023019,"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."}}