{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008077653,0.0007669338,0.0005630854,0.002053275,0.0006897923,0.0009520965,0.0004952552,0.0005767371,0.03503031],"category_scores_gemma":[0.0009382841,0.0001870995,0.0004833685,0.0008038676,0.0003689626,0.0005432938,0.001267465,0.0006664812,0.01089942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008168035,"about_ca_system_score_gemma":0.001369132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002078718,"about_ca_topic_score_gemma":0.003479016,"domain_scores_codex":[0.9996347,0.00004949102,0.00008826482,0.00004615786,0.0001175055,0.00006377193],"domain_scores_gemma":[0.9991928,0.000070826,0.0001593699,0.00002603178,0.0003013384,0.0002495994],"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":[0.0006358333,0.0001651374,0.07513487,0.002210586,0.0001586255,0.005852043,0.000271107,0.000113325,0.003582712,0.0004940827,0.6526575,0.2587242],"study_design_scores_gemma":[0.0001248022,0.000454715,0.2386625,0.003611393,0.000185291,0.02428139,0.000528831,0.000316726,0.002373434,0.0006753603,0.7287316,0.00005390101],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.2938555,0.3160747,0.004533,0.05683501,0.0794526,0.002040358,0.02477513,0.000988378,0.2214455],"genre_scores_gemma":[0.420756,0.227532,0.003336451,0.008178647,0.06251326,0.0008690194,0.03475044,0.0004454253,0.2416189],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9649697,"threshold_uncertainty_score":0.117188,"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."}}