{"id":"W2333398882","doi":"10.1097/pcc.0b013e31823f6696","title":"Chapter 10. Cerebrospinal fluid drainage","year":2012,"lang":"en","type":"article","venue":"Pediatric Critical Care Medicine","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Intracranial pressure; Drainage; Hydrocephalus; Cerebrospinal fluid; External ventricular drain; Traumatic brain injury; Lumbar; Surgery; Internal medicine","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":[0.01398468,0.002117586,0.005803647,0.01055399,0.001452802,0.006915042,0.007045208,0.009286469,0.07561741],"category_scores_gemma":[0.09274337,0.001805964,0.007316418,0.006833259,0.001425946,0.00547435,0.003756707,0.006249309,0.01997723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009651621,"about_ca_system_score_gemma":0.02007555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0106963,"about_ca_topic_score_gemma":0.01118154,"domain_scores_codex":[0.9771878,0.006358936,0.006780207,0.001184731,0.007749448,0.0007389298],"domain_scores_gemma":[0.9454787,0.022597,0.01322448,0.0009246619,0.01662129,0.001153772],"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":[0.0001451345,0.00006262374,0.0004169383,0.3135422,0.0005027141,0.0001389437,0.0001546631,0.0002909268,0.0001825811,0.002606824,0.3908682,0.2910882],"study_design_scores_gemma":[0.0002780513,0.00005472931,0.0009061099,0.5831765,0.0007577629,0.000203345,0.0001087265,0.00012213,0.0001185502,0.00278818,0.4114462,0.00003981471],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.0004875702,0.7712566,0.004239003,0.07695683,0.03011298,0.01938317,0.0177008,0.0005662973,0.07929674],"genre_scores_gemma":[0.005667552,0.8331129,0.02232544,0.06120531,0.01167643,0.02620307,0.0133424,0.0001833749,0.02628352],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.07561741,"threshold_uncertainty_score":0.2529654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03421289026511875,"score_gpt":0.3232741205282966,"score_spread":0.2890612302631778,"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."}}