{"id":"W3023769842","doi":"10.1007/s00381-020-04632-4","title":"Stopping CSF leaks at external ventricular drain exit sites: a technical note","year":2020,"lang":"en","type":"article","venue":"Child s Nervous System","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"Wellcome Trust; Wellcome","keywords":"Medicine; External ventricular drain; Leak; Cerebrospinal fluid; Surgery; Exit site; Neurosurgery; Cerebrospinal fluid leak; Catheter; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001757201,0.0003211823,0.0004532336,0.0001276812,0.0005358067,0.0001458009,0.0006417878,0.0001580341,0.00009127417],"category_scores_gemma":[0.000304062,0.0002917987,0.0002770036,0.000650925,0.00009612738,0.0001608936,0.0004022637,0.0004148027,0.001057198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002479771,"about_ca_system_score_gemma":0.00003494404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002149798,"about_ca_topic_score_gemma":0.000008495369,"domain_scores_codex":[0.9972373,0.0001579562,0.000502053,0.0008763844,0.0006336885,0.0005925816],"domain_scores_gemma":[0.9988632,0.00009437418,0.0001660714,0.0004390097,0.00003243156,0.0004049465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000161681,0.0001088139,0.0007731455,0.0007073542,0.000009907484,0.002730784,0.0007369664,0.0005443019,0.98444,0.005343455,0.003105326,0.001338262],"study_design_scores_gemma":[0.007215462,0.002084587,0.01055293,0.004583127,0.0003481215,0.02160608,0.0006012566,0.1029245,0.6591929,0.0002079152,0.1865973,0.004085953],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9017723,0.002298678,0.01471838,0.005118295,0.001136021,0.001826996,0.00009021199,0.002290425,0.07074867],"genre_scores_gemma":[0.9959456,0.00002701322,0.0001188983,0.002640483,0.0009151857,0.00002700349,0.000004615988,0.00005620464,0.0002650068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3252471,"threshold_uncertainty_score":0.9999534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02599445907391395,"score_gpt":0.2465850236610038,"score_spread":0.2205905645870898,"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."}}