{"id":"W4407023245","doi":"10.3171/2024.10.peds24257","title":"Neurodevelopmental outcomes of permanent and temporary CSF diversion in posthemorrhagic hydrocephalus: a Hydrocephalus Clinical Research Network study","year":2025,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Neonatal and fetal brain pathology","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Manitoba; BC Children's Hospital; University of Toronto; SickKids Foundation; University of British Columbia; Hospital for Sick Children","funders":"","keywords":"Medicine; Bayley Scales of Infant Development; Hydrocephalus; Toddler; Pediatrics; Cohort study; Cohort; Surgery; Internal medicine; Cognition; Psychology","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":[0.00154429,0.000342123,0.0004506228,0.0006164464,0.0005126941,0.000567697,0.0006048097,0.0004083821,0.0005487888],"category_scores_gemma":[0.004989127,0.0002105831,0.0005936699,0.0008574434,0.0002801813,0.0005772848,0.000947852,0.0004979023,0.0001195162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001018378,"about_ca_system_score_gemma":0.001333404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01030423,"about_ca_topic_score_gemma":0.01265204,"domain_scores_codex":[0.9990103,0.0002884615,0.000141114,0.0002683539,0.0001675237,0.0001241303],"domain_scores_gemma":[0.9973549,0.0002795209,0.001486775,0.0001498738,0.0002461297,0.0004828578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003064096,0.00006031387,0.9981571,0.00001567168,0.00007976159,0.00008759546,0.00006607375,0.00002266447,0.00006025391,0.00000906383,0.00007519839,0.001059958],"study_design_scores_gemma":[0.00002952607,0.000234131,0.9991269,0.0000124778,0.00003815827,0.0002449186,0.0001469443,0.00005277288,0.0000352981,0.000006111876,0.00006973086,0.000003047366],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991284,0.0001427296,0.00002114764,0.00002842122,0.000003876842,0.00001778066,0.0005470627,8.038095e-7,0.0001096471],"genre_scores_gemma":[0.9985732,0.0001563506,0.00009504156,0.00002614563,0.000008409665,0.00004535949,0.001024047,0.000001205166,0.00007021311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01030423,"threshold_uncertainty_score":0.0204885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05491639685522731,"score_gpt":0.3659359294058145,"score_spread":0.3110195325505872,"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."}}