{"id":"W3082842786","doi":"10.1017/cjn.2019.101","title":"C.06 A nation-wide prospective multi-centre study of external ventricular drainage accuracy, safety and related complications","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Biotech (Canada); Sherbrooke O.E.M (Canada); Alberta Hospital Edmonton; Calgary Laboratory Services","funders":"","keywords":"Medicine; External ventricular drain; Neurosurgery; Catheter; Prospective cohort study; Ventriculitis; Complication; Ventriculostomy; Surgery; Intracerebral hemorrhage; Anesthesia; Emergency medicine; Hydrocephalus; Subarachnoid hemorrhage","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0009553578,0.0002959563,0.0002455993,0.000773092,0.001155795,0.001142257,0.0008031176,0.0005278313,0.003580833],"category_scores_gemma":[0.003854197,0.0003225995,0.0003897751,0.001673982,0.0004755337,0.0003060414,0.0005043059,0.0005009677,0.0006382008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003551098,"about_ca_system_score_gemma":0.00447041,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5460685,"about_ca_topic_score_gemma":0.4546604,"domain_scores_codex":[0.9990501,0.0001215498,0.00006391243,0.0001894952,0.0002936066,0.0002813376],"domain_scores_gemma":[0.9962488,0.000304585,0.001146169,0.0001895854,0.001226233,0.0008847127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000741752,0.00002074729,0.9987232,0.000008785541,0.00002785271,0.00003310655,0.0000693067,0.00001560549,0.00003510214,0.00001184024,0.0003751496,0.0006051288],"study_design_scores_gemma":[0.000007637467,0.00004869528,0.9993684,0.000006292548,0.00001677605,0.00007640989,0.0001613193,0.00005867451,0.00001537221,0.000003873766,0.0002336279,0.000002944882],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995742,0.000157938,0.00007117678,0.00009139148,0.000009708845,0.00003133285,0.00232415,0.000009119407,0.001563224],"genre_scores_gemma":[0.9981275,0.00007121026,0.00009695637,0.00005181304,0.00001079303,0.00001605973,0.001234593,0.000005667112,0.0003852627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5460685,"threshold_uncertainty_score":0.9132095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02945479038042404,"score_gpt":0.27255615340076,"score_spread":0.243101363020336,"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."}}