{"id":"W3036284527","doi":"10.3171/2020.4.peds19632","title":"Surgical resource utilization after initial treatment of infant hydrocephalus: comparing ETV, early experience of ETV with choroid plexus cauterization, and shunt insertion in the Hydrocephalus Clinical Research Network","year":2020,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Hospital for Sick Children; University of Toronto; SickKids Foundation; Alberta Children's Hospital; University of Calgary","funders":"","keywords":"Cauterization; Hydrocephalus; Medicine; Choroid plexus; Shunt (medical); Surgery; Internal medicine; Central nervous system","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":[0.001622242,0.0002405467,0.0003758775,0.001085254,0.0003033385,0.0005364346,0.0006049207,0.0004656807,0.0009107457],"category_scores_gemma":[0.006813408,0.0001852623,0.0007417617,0.001208612,0.0002888867,0.0008506337,0.0008197493,0.0005991856,0.0001019631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008735246,"about_ca_system_score_gemma":0.0008044725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009415311,"about_ca_topic_score_gemma":0.01179988,"domain_scores_codex":[0.9987456,0.0004288667,0.0002004671,0.0001584701,0.0002035887,0.0002629294],"domain_scores_gemma":[0.9939383,0.001583932,0.003072648,0.0001148136,0.0004187792,0.0008715776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002394806,0.00005380388,0.9986333,0.000009773925,0.00004160104,0.00005727573,0.00008498607,0.00004241103,0.00002560564,0.000006334584,0.00003315795,0.0007721289],"study_design_scores_gemma":[0.000006873454,0.0002776314,0.9990748,0.00001127208,0.00001634579,0.0001102064,0.0003099932,0.0001313403,0.00002146721,0.000004171053,0.00003345673,0.000002430182],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995984,0.0001727442,0.0000103908,0.00001716951,0.000002371433,0.000004207117,0.00009851752,4.776633e-7,0.0000956922],"genre_scores_gemma":[0.999564,0.0001018658,0.00002204077,0.00001002557,0.000005703193,0.000007273746,0.0002553673,6.98433e-7,0.00003295529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009415311,"threshold_uncertainty_score":0.01872098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1639063360728971,"score_gpt":0.3737856508470553,"score_spread":0.2098793147741582,"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."}}