{"id":"W3152796074","doi":"10.1007/s00381-021-05157-0","title":"Insights into the epidemiology of infant hydrocephalus","year":2021,"lang":"en","type":"article","venue":"Child s Nervous System","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"Hydrocephalus; Medicine; Epidemiology; Spina bifida; Pediatrics; Population; Neurosurgery; Etiology; Incidence (geometry); Surgery; Pathology; Environmental health","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":[0.001170574,0.0002048617,0.0003544779,0.00436412,0.0004069118,0.001512874,0.0004592503,0.0008557629,0.001604266],"category_scores_gemma":[0.01036794,0.0002204888,0.0002173852,0.003029455,0.0009860435,0.001763566,0.0009645132,0.001017806,0.0001703511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001023694,"about_ca_system_score_gemma":0.001371593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01256851,"about_ca_topic_score_gemma":0.01032644,"domain_scores_codex":[0.9985843,0.0007290061,0.0001838544,0.0001138322,0.0002215726,0.0001675361],"domain_scores_gemma":[0.9956317,0.001702494,0.001485802,0.000144834,0.0006200444,0.0004152007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005545786,0.00006262613,0.9469758,0.0001058362,0.00006715421,0.001333627,0.001174742,0.0004117906,0.0006884136,0.009717568,0.00240943,0.0369977],"study_design_scores_gemma":[0.000003612811,0.00007669155,0.9716159,0.000483367,0.00003642941,0.007298977,0.004599188,0.0009126636,0.0001990112,0.006725518,0.008022454,0.00002618177],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8539473,0.09040795,0.002799108,0.02545432,0.0003701045,0.00003134171,0.001053442,0.00004318169,0.02589313],"genre_scores_gemma":[0.9706453,0.02693645,0.0006368557,0.0006651824,0.0004061144,0.000008891536,0.0002262405,0.000007021011,0.0004679328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01256851,"threshold_uncertainty_score":0.02499068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0237066658353774,"score_gpt":0.2625661390067605,"score_spread":0.2388594731713831,"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."}}