{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003197108,0.000227112,0.000592584,0.00007504044,0.0004181284,0.00001594192,0.0005463375,0.0001269861,0.00003357415],"category_scores_gemma":[0.001031168,0.0001485886,0.0002251756,0.0004849271,0.0002446309,0.00009312917,0.0002540757,0.0002866981,0.0001569685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007696274,"about_ca_system_score_gemma":0.0001083902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002010157,"about_ca_topic_score_gemma":0.0001002582,"domain_scores_codex":[0.9973621,0.0006729206,0.000712079,0.0005993635,0.0002808456,0.0003726307],"domain_scores_gemma":[0.9980389,0.0006858262,0.0002586109,0.0008067125,0.00008161885,0.0001283372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001214457,0.0003303,0.00793073,0.001246865,0.00009009384,0.0005463777,0.009511541,0.00139858,0.3025621,0.6699267,0.0020706,0.004264608],"study_design_scores_gemma":[0.002035558,0.0005147987,0.04573657,0.001235471,0.0001721971,0.003539711,0.002745969,0.01542776,0.857019,0.006291586,0.06415766,0.001123695],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9490643,0.006757422,0.0002307967,0.001317509,0.0009936154,0.0002781024,0.000005535388,0.0001386704,0.04121406],"genre_scores_gemma":[0.9973114,0.0001469671,0.000036022,0.001702524,0.0003290691,0.00002338309,0.000003771496,0.00002714951,0.0004197495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6636351,"threshold_uncertainty_score":0.6059266,"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."}}