{"id":"W3091084424","doi":"10.36552/pjns.v24i3.469","title":"Cerebrospinal Fluid Leak after Repair of Congenital Spinal Pathologies, Incidence and Management","year":2020,"lang":"en","type":"article","venue":"Pakistan Journal Of Neurological Surgery","topic":"Head and Neck Surgical Oncology","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Smiths Detection (Canada)","funders":"","keywords":"Medicine; Leak; Surgery; Hydrocephalus; Complication; Spina bifida; Cerebrospinal fluid; Cerebrospinal fluid leak; Spinal cord; 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":[0.0002408669,0.0001913428,0.0003133535,0.00102153,0.0003618737,0.0003912264,0.0002198209,0.0003703088,0.0008531936],"category_scores_gemma":[0.002059898,0.0001079441,0.0002458734,0.0006577326,0.0003214972,0.0004474188,0.0002579555,0.0003175245,0.0001657291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000276691,"about_ca_system_score_gemma":0.0003899509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000962411,"about_ca_topic_score_gemma":0.0009741947,"domain_scores_codex":[0.9997132,0.00004258796,0.00004546211,0.00004238355,0.00008013821,0.00007623243],"domain_scores_gemma":[0.9985642,0.0002113694,0.0009016496,0.00003902579,0.00008785645,0.0001959699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001470043,0.00008736914,0.9755067,0.00008666096,0.00002636628,0.007984831,0.0001566144,0.00008043812,0.0009910216,0.00002989204,0.0001544785,0.01474864],"study_design_scores_gemma":[0.000006937944,0.000715111,0.9445451,0.0000622931,0.00002463121,0.05276767,0.0005089333,0.000216371,0.000700873,0.00004751382,0.0003933536,0.00001121329],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976833,0.001795399,0.000106579,0.00004971648,0.000006474917,0.000004720784,0.00006173766,0.000008275544,0.0002839003],"genre_scores_gemma":[0.9987499,0.0009481685,0.0001024502,0.00001463413,0.00001795304,0.000003618641,0.00008506703,0.000001391333,0.0000767508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00102153,"threshold_uncertainty_score":0.002854168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0359888959641517,"score_gpt":0.2993944632838291,"score_spread":0.2634055673196773,"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."}}