{"id":"W3046556056","doi":"10.3171/2020.4.jns20476","title":"Acute low-pressure hydrocephalus: a case series and systematic review of 195 patients","year":2020,"lang":"en","type":"review","venue":"Journal of neurosurgery","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta","funders":"","keywords":"Medicine; Hydrocephalus; Ventriculomegaly; Normal pressure hydrocephalus; Intracranial pressure; Internal medicine; Pediatrics; Surgery; Disease","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":[0.001600742,0.0006634333,0.002769887,0.01035922,0.000778132,0.001211666,0.001083094,0.001146553,0.002343002],"category_scores_gemma":[0.007112321,0.0005462403,0.00150433,0.01404985,0.0007008881,0.001537207,0.0007808733,0.0003784333,0.000450381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009749426,"about_ca_system_score_gemma":0.003088872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002267317,"about_ca_topic_score_gemma":0.005995074,"domain_scores_codex":[0.9965672,0.0004478331,0.002123094,0.0003128085,0.0004455753,0.0001033885],"domain_scores_gemma":[0.9934637,0.003252832,0.002446756,0.0001551917,0.0005455833,0.0001358542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0009388396,0.0002227388,0.1101324,0.6546203,0.005637964,0.04251367,0.003932967,0.0002002746,0.00216268,0.0005851913,0.011502,0.167551],"study_design_scores_gemma":[0.0005362916,0.001078834,0.2851014,0.4248009,0.03173896,0.1576063,0.006574489,0.0002492149,0.001423135,0.0005978498,0.09006576,0.0002267739],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04296277,0.9529786,0.0001966272,0.0002262651,0.00009557233,0.0003788071,0.002129162,0.00001405262,0.001018257],"genre_scores_gemma":[0.1887244,0.8061942,0.001014758,0.00076445,0.000208206,0.0006619424,0.002157189,0.00001448948,0.0002603196],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01035922,"threshold_uncertainty_score":0.008465648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02789951861866975,"score_gpt":0.2926422720784414,"score_spread":0.2647427534597717,"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."}}