{"id":"W4205788720","doi":"10.3390/metabo12010078","title":"Improving Infant Hydrocephalus Outcomes in Uganda: A Longitudinal Prospective Study Protocol for Predicting Developmental Outcomes and Identifying Patients at Risk for Early Treatment Failure after ETV/CPC","year":2022,"lang":"en","type":"article","venue":"Metabolites","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; Western University","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institutes of Health; Uganda National Council for Science and Technology","keywords":"Medicine; Hydrocephalus; Endoscopic third ventriculostomy; Choroid plexus; Cerebral blood flow; Ventriculostomy; Pediatrics; Intensive care medicine; Surgery; Anesthesia; 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":[0.01345481,0.001944952,0.001832545,0.001531983,0.003055139,0.001591259,0.00174857,0.00140813,0.008797784],"category_scores_gemma":[0.009111644,0.001738711,0.001429912,0.00180709,0.0008948756,0.001681383,0.001762455,0.002266479,0.003558153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002923038,"about_ca_system_score_gemma":0.01059319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008062487,"about_ca_topic_score_gemma":0.01313587,"domain_scores_codex":[0.9952965,0.002337841,0.0008574122,0.0005162922,0.0004365319,0.0005555125],"domain_scores_gemma":[0.9953576,0.0004936113,0.0008591379,0.0007493523,0.00189351,0.0006467542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.09292643,0.04389018,0.5761347,0.009522381,0.001649959,0.003490133,0.01011548,0.004588884,0.00605243,0.009391583,0.1252207,0.1170172],"study_design_scores_gemma":[0.03533533,0.04162648,0.7636046,0.004874715,0.0008175949,0.001229165,0.006740413,0.006286075,0.003575241,0.004092593,0.1313434,0.0004743806],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.07635731,0.0004575701,0.007327981,0.000580525,0.0001841538,0.8851318,0.02474784,0.0001917311,0.005021065],"genre_scores_gemma":[0.03250595,0.000235585,0.009425607,0.0003286777,0.00003408676,0.9498311,0.006578345,0.00001900726,0.001041618],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.01345481,"threshold_uncertainty_score":0.07115668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0260933789264059,"score_gpt":0.3032839223156065,"score_spread":0.2771905433892006,"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."}}