{"id":"W3164249942","doi":"10.1186/s12987-021-00281-0","title":"A novel model of acquired hydrocephalus for evaluation of neurosurgical treatments","year":2021,"lang":"en","type":"article","venue":"Fluids and Barriers of the CNS","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Institute of Neurological Disorders and Stroke; National Institutes of Health; Neurosurgery Research and Education Foundation","keywords":"Ventriculomegaly; Hydrocephalus; Cisterna magna; Medicine; Cistern; Cerebrospinal fluid; Cerebral aqueduct; Magnetic resonance imaging; Fourth ventricle; Third ventricle; Basal (medicine); Asymptomatic; Surgery; Anatomy; Internal medicine; Radiology; Biology; Fetus; Pregnancy","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":[0.0003545253,0.0007218648,0.0006072616,0.000604963,0.0002825613,0.0004082524,0.0003980355,0.0006497654,0.002776889],"category_scores_gemma":[0.0001282255,0.0002106028,0.0003281285,0.0001996893,0.0006332699,0.0004593054,0.000416404,0.001014878,0.000587204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002714586,"about_ca_system_score_gemma":0.000504298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003423767,"about_ca_topic_score_gemma":0.000669921,"domain_scores_codex":[0.9997806,0.00003315573,0.00002352318,0.0000431642,0.00006505298,0.00005458933],"domain_scores_gemma":[0.9997332,0.00003382812,0.0000773633,0.00003981687,0.00003305572,0.00008281109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006191263,0.0007400169,0.0007773103,0.0001230235,0.00001703558,0.0007287441,0.0000607276,0.0001184274,0.9941028,0.0002535892,0.0002146598,0.002244644],"study_design_scores_gemma":[0.0005066438,0.03302753,0.01683519,0.0001139781,0.0001294024,0.008249291,0.0003947876,0.00291337,0.9257556,0.0004849173,0.01152303,0.00006628384],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879703,0.001017948,0.007118407,0.0001639535,0.0003432923,0.0005324901,0.0007575987,0.000125417,0.001970652],"genre_scores_gemma":[0.9725174,0.001731721,0.0168622,0.0001260431,0.00007879568,0.001466222,0.001208232,0.00003246979,0.005976961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002776889,"threshold_uncertainty_score":0.009289622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0503030126059902,"score_gpt":0.295644565075378,"score_spread":0.2453415524693878,"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."}}