{"id":"W2546554233","doi":"10.3171/2016.7.focus16273","title":"Global surgery for pediatric hydrocephalus in the developing world: a review of the history, challenges, and future directions","year":2016,"lang":"en","type":"review","venue":"Neurosurgical FOCUS","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":108,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Hydrocephalus; Medicine; Developing country; Neurosurgery; Global health; Malnutrition; Context (archaeology); Pediatric neurosurgery; International community; Socioeconomic status; Intensive care medicine; Pediatrics; Public health; Economic growth; Environmental health; Surgery; Nursing; Population; Political science; Geography; Pathology","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":[0.001156793,0.0007887453,0.0008602717,0.00484848,0.0007625537,0.001623547,0.0008005843,0.001218895,0.002917883],"category_scores_gemma":[0.003211591,0.0003040313,0.0007617674,0.005470003,0.001118226,0.002828153,0.0009118757,0.001724338,0.0005207731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001368785,"about_ca_system_score_gemma":0.005593919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004125465,"about_ca_topic_score_gemma":0.007392335,"domain_scores_codex":[0.9994656,0.0001035921,0.0001424465,0.00008097655,0.0001540534,0.00005327346],"domain_scores_gemma":[0.997891,0.001117305,0.0003664782,0.0000291979,0.0004389957,0.0001570097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005143581,0.00006612656,0.003859231,0.04798793,0.0001598929,0.001145928,0.001086788,0.0004356614,0.0002921731,0.008214003,0.07868757,0.8580132],"study_design_scores_gemma":[0.0000124997,0.0001287035,0.01079039,0.07046507,0.00038253,0.008878994,0.003230397,0.0002380019,0.0001981083,0.005343353,0.9002582,0.00007373861],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002211408,0.9967759,0.00006528068,0.001732434,0.0004385767,0.000004488287,0.00001806911,0.000004946084,0.0007391129],"genre_scores_gemma":[0.0009015729,0.9982436,0.00009257546,0.0003784488,0.0002812308,0.000004576613,0.00001589558,0.000001078442,0.00008110771],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00484848,"threshold_uncertainty_score":0.009931326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0776212406997131,"score_gpt":0.3167341322360228,"score_spread":0.2391128915363097,"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."}}