{"id":"W3185241986","doi":"10.11648/j.ijn.20210501.20","title":"Obstructive Hydrocephalus in Children: Predictive Factors of Ventriculocisternostomy Dysfunction at the University Hospital Center of Conakry","year":2021,"lang":"en","type":"article","venue":"International Journal of Neurosurgery","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hydrocephalus; Scalp; Surgery; Neurosurgery; Shunt (medical); Pediatrics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002332739,0.0003184285,0.0002781994,0.00144929,0.0009738767,0.0005382439,0.000348994,0.000398118,0.002008922],"category_scores_gemma":[0.001457604,0.0003427034,0.0002423957,0.001458316,0.0005142743,0.0004441132,0.0006298351,0.0005665813,0.000151518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006653605,"about_ca_system_score_gemma":0.001278633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01364545,"about_ca_topic_score_gemma":0.02282033,"domain_scores_codex":[0.9996186,0.00006012586,0.0000442856,0.00005714158,0.00007342066,0.0001463215],"domain_scores_gemma":[0.9988856,0.0001964188,0.00050263,0.00003289793,0.00008873762,0.0002938128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001205241,0.00001148624,0.9985957,0.000005122059,0.00000257472,0.0007986139,0.00008877974,0.00001044927,0.00008161608,0.000008682838,0.00003785573,0.0003471442],"study_design_scores_gemma":[0.000002236644,0.00006759656,0.9938954,0.00001702603,0.000006342631,0.004763475,0.0009300984,0.00005619981,0.00007960568,0.00001352721,0.0001649764,0.000003707324],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996085,0.0001206782,0.00001131618,0.00003290773,0.000002279008,0.000004321622,0.00005336462,0.000001132167,0.0001654584],"genre_scores_gemma":[0.9995822,0.0001737403,0.00004690383,0.00001446851,0.000007187517,0.000006274854,0.0001037856,0.000001005828,0.00006428699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01364545,"threshold_uncertainty_score":0.02713203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01017019148026543,"score_gpt":0.2187779668639265,"score_spread":0.2086077753836611,"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."}}