{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004547969,0.0004850583,0.000727447,0.0003057333,0.001134649,0.0002142049,0.0002426376,0.00005001816,0.00003958412],"category_scores_gemma":[0.0006853465,0.0003853662,0.0002138866,0.0003046973,0.00005828494,0.0004769701,0.0005884437,0.0002052037,0.000002956239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006133611,"about_ca_system_score_gemma":0.00009189816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004066206,"about_ca_topic_score_gemma":0.0008071119,"domain_scores_codex":[0.9967431,0.0001624033,0.0007053939,0.001131686,0.0005646624,0.0006927195],"domain_scores_gemma":[0.998823,0.00043178,0.0003307578,0.0002175813,0.00007185713,0.000124977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001260575,0.001242347,0.9869106,0.00008329685,0.0000812347,0.0000109982,0.00671777,0.000009219044,0.002568869,0.00002011563,0.00000305062,0.001091878],"study_design_scores_gemma":[0.01460727,0.001925752,0.9735353,0.00001589261,0.0001378881,0.000008406336,0.0009138543,0.0004878542,0.007422116,0.00015064,0.0003723834,0.0004226474],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8693602,0.00002561913,0.00003786106,0.00001773742,0.0001420889,0.1298585,0.0004668006,0.00007547589,0.00001571302],"genre_scores_gemma":[0.649962,7.598811e-7,0.0005080394,0.0000338023,0.00003031341,0.3491708,0.000005449419,0.00004154623,0.000247221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2193982,"threshold_uncertainty_score":0.9998598,"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."}}