{"id":"W4401855144","doi":"10.3171/2024.6.peds24117","title":"Cerebroventricular deformation and vector mapping, a topographic visualizer for surgical interventions in pediatric hydrocephalus","year":2024,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Brain Institute; Alberta Children's Hospital; University of Calgary","funders":"","keywords":"Hydrocephalus; Medicine; Magnetic resonance imaging; Intracranial pressure; Radiology; Ventricular 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":[0.0004262961,0.0003463434,0.0001393443,0.001405332,0.0001431897,0.0003192377,0.00020574,0.0001551935,0.001406971],"category_scores_gemma":[0.00132667,0.0001266321,0.0001513878,0.0006104434,0.0002867726,0.0003913025,0.0003613367,0.0001677257,0.0002415267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001088032,"about_ca_system_score_gemma":0.0002950277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003156797,"about_ca_topic_score_gemma":0.0006670535,"domain_scores_codex":[0.9998397,0.00006883498,0.00001587796,0.00002548785,0.00003474419,0.00001534076],"domain_scores_gemma":[0.9997061,0.00009543692,0.00008650703,0.00003171923,0.00004935414,0.00003092034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00108674,0.0001539591,0.166558,0.000483935,0.00006049732,0.004143253,0.001011925,0.005702064,0.2143147,0.001989081,0.001840769,0.6026551],"study_design_scores_gemma":[0.0001094991,0.002771021,0.7217159,0.000174037,0.0001424946,0.05281443,0.001749143,0.09957833,0.1062724,0.003794408,0.01073206,0.0001462945],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.890183,0.001040199,0.1060625,0.0001289753,0.00003205859,0.00013788,0.0002490433,0.0003096516,0.001856693],"genre_scores_gemma":[0.9196787,0.0005766907,0.07905851,0.00001693842,0.00002680361,0.00008551745,0.0001481669,0.00004515401,0.0003634868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001406971,"threshold_uncertainty_score":0.0047068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03838178348841745,"score_gpt":0.302662677310814,"score_spread":0.2642808938223965,"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."}}