{"id":"W3141475987","doi":"10.3171/2021.1.focus20979","title":"Hydrocephalus treatment in patients with craniosynostosis: an analysis from the Hydrocephalus Clinical Research Network prospective registry","year":2021,"lang":"en","type":"article","venue":"Neurosurgical FOCUS","topic":"Craniofacial Disorders and Treatments","field":"Biochemistry, Genetics and Molecular Biology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of British Columbia; University of Toronto","funders":"Hydrocephalus Association; Patient-Centered Outcomes Research Institute; H2020 European Research Council; National Institute of Neurological Disorders and Stroke; Gerber Foundation","keywords":"Craniosynostosis; Medicine; Hydrocephalus; Surgery; Endoscopic third ventriculostomy; Neurosurgery; Ventriculomegaly; Population; Prospective cohort study; Pregnancy; Fetus","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":[0.001319517,0.0001808009,0.0004434422,0.00159902,0.0003915865,0.0005621848,0.0003962795,0.0002743856,0.001011939],"category_scores_gemma":[0.004901818,0.0002325744,0.0005171524,0.003159997,0.0002421797,0.0005578607,0.0006686734,0.0003475583,0.0001854122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002940979,"about_ca_system_score_gemma":0.0007064143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002415829,"about_ca_topic_score_gemma":0.003435213,"domain_scores_codex":[0.9979814,0.0006154244,0.0004719341,0.0002784456,0.0005031647,0.0001496753],"domain_scores_gemma":[0.9944625,0.0008609043,0.003766495,0.000305246,0.0003405805,0.0002641972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003900719,0.0000101821,0.9988785,0.00001351157,0.00003742973,0.00008929141,0.00003481868,0.00001842706,0.0000375959,0.00001173472,0.00009286033,0.000736618],"study_design_scores_gemma":[0.00001084769,0.00005187681,0.9984947,0.00001931204,0.00002955003,0.0007210075,0.0002608036,0.0001051314,0.00004186873,0.000009853546,0.0002515595,0.000003568075],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997606,0.0005319372,0.00009610905,0.00004723429,0.000005653595,0.0000260922,0.001217289,0.000004070517,0.0004654519],"genre_scores_gemma":[0.9975808,0.0004831759,0.0001444837,0.00003054502,0.0000124956,0.00004332059,0.001660319,0.000003375135,0.00004154332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002415829,"threshold_uncertainty_score":0.006978333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02263558149963268,"score_gpt":0.3205950647181458,"score_spread":0.2979594832185131,"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."}}