{"id":"W2596295101","doi":"10.1093/neuros/nyw185","title":"Commentary: Postural Headache Associated with Ventriculo-Peritoneal Shunt Overdrainage: What are Our Options?","year":2017,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Novelis (Canada)","funders":"","keywords":"Medicine; Shunt (medical); Surgery","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":[0.004172075,0.001429214,0.002569034,0.001552764,0.003531408,0.002804973,0.005488575,0.05837666,0.01047051],"category_scores_gemma":[0.04618493,0.001262797,0.00172343,0.001312291,0.003067198,0.006163495,0.001744218,0.0450151,0.00917217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003814958,"about_ca_system_score_gemma":0.005746202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007411088,"about_ca_topic_score_gemma":0.00959133,"domain_scores_codex":[0.9965737,0.0009231194,0.0006633285,0.0004740419,0.001066344,0.0002994864],"domain_scores_gemma":[0.9702543,0.01750116,0.00173812,0.0004857979,0.007937304,0.002083417],"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":[0.00003533941,0.00001019205,0.0001344301,0.0001674645,0.0000184435,0.000879159,0.00004840729,0.00003875727,0.00004480299,0.0004495521,0.9944779,0.003695576],"study_design_scores_gemma":[0.0002998737,0.000101453,0.001392262,0.00401075,0.000153667,0.007662686,0.000644854,0.0004610595,0.0003514384,0.007602311,0.9771612,0.0001585653],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002425041,0.003825123,0.0001308471,0.8793923,0.1144908,0.0000256465,0.000212432,0.00005041782,0.00162995],"genre_scores_gemma":[0.002890898,0.004494617,0.0002587691,0.744166,0.2452363,0.00004749503,0.0001231915,0.00003523776,0.002747452],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05837666,"threshold_uncertainty_score":0.03502733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03776710509324033,"score_gpt":0.2821969951356748,"score_spread":0.2444298900424344,"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."}}