{"id":"W2096685926","doi":"10.1093/imammb/dqr001","title":"Aging impact on brain biomechanics with applications to hydrocephalus","year":2011,"lang":"en","type":"article","venue":"Mathematical Medicine and Biology A Journal of the IMA","topic":"Automotive and Human Injury Biomechanics","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fields Institute for Research in Mathematical Sciences; University of Waterloo","funders":"","keywords":"Biomechanics; Hydrocephalus; Neuroscience; Medicine; Physical medicine and rehabilitation; Psychology; Anatomy; Surgery","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":[0.00025389,0.0005146644,0.0002701902,0.0007436511,0.0001885995,0.0003492737,0.0002129964,0.0005651978,0.001312235],"category_scores_gemma":[0.0009057895,0.000142768,0.0004388579,0.0005575173,0.0004525608,0.0002977006,0.0003988561,0.0002580094,0.0001438656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001695185,"about_ca_system_score_gemma":0.0002151426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001571774,"about_ca_topic_score_gemma":0.001059172,"domain_scores_codex":[0.9999479,0.00001318743,0.000004021155,0.00001031496,0.00001727454,0.000007285101],"domain_scores_gemma":[0.9996288,0.0001756043,0.00008948128,0.00002839328,0.00005293981,0.00002478716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001052403,0.0007671487,0.1151402,0.001098358,0.0002397929,0.008263537,0.001995146,0.2648376,0.3067845,0.01004926,0.00236943,0.2874027],"study_design_scores_gemma":[0.00004434039,0.00309577,0.3709283,0.0002682924,0.0002815618,0.00688621,0.002002319,0.5215187,0.06181409,0.02055447,0.01242727,0.0001785591],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9595202,0.0149087,0.02234269,0.0007173148,0.0001210628,0.00002809222,0.0002028636,0.00009750486,0.00206157],"genre_scores_gemma":[0.9825667,0.009225886,0.007084779,0.00007248764,0.00008585182,0.00001281904,0.00007465617,0.00001752121,0.0008594099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001571774,"threshold_uncertainty_score":0.004389822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06659448730865855,"score_gpt":0.3559188956499866,"score_spread":0.2893244083413281,"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."}}