{"id":"W2434441938","doi":"10.1080/01616412.2000.11741033","title":"Brain biomechanics: Mathematical modeling of hydrocephalus","year":2000,"lang":"en","type":"review","venue":"Neurological Research","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Waterloo","funders":"","keywords":"Hydrocephalus; Mathematical model; Sophistication; Neurosurgery; Confusion; Computer science; Biomechanics; Medicine; Psychology; Mathematics; Surgery; Anatomy; Statistics; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001930117,0.0005706117,0.002184672,0.0008242732,0.0002805566,0.000112565,0.002133059,0.0008345303,0.005183429],"category_scores_gemma":[0.005959072,0.0003995073,0.0007903185,0.001999767,0.0005413959,0.000100252,0.0008789588,0.002740091,0.004585388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006063624,"about_ca_system_score_gemma":0.0003374088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005371919,"about_ca_topic_score_gemma":2.807175e-7,"domain_scores_codex":[0.9916797,0.002011822,0.001250282,0.001577833,0.002121608,0.001358717],"domain_scores_gemma":[0.9938428,0.004506731,0.0001575039,0.000979434,0.0001006787,0.0004128206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00011226,0.0004581698,2.138531e-8,0.006478029,0.00001171116,0.0003313521,0.00001754759,0.00002132047,0.0003267652,0.008635361,0.0003943652,0.9832131],"study_design_scores_gemma":[0.0002265485,0.001797064,1.543067e-8,0.001764255,0.00006699165,0.0003719342,0.000001818916,0.05832754,0.0001063043,0.02063616,0.9162797,0.0004216367],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002796293,0.9674205,0.0001246336,0.0002181434,0.00009155447,0.00143895,0.00007485205,0.0001637562,0.03018805],"genre_scores_gemma":[0.001574714,0.9961738,0.00005015856,0.0002288199,0.0002103362,0.0001408273,0.000008769935,0.00009943937,0.001513153],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9827915,"threshold_uncertainty_score":0.9998457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.319706922316023,"score_gpt":0.4556433432201082,"score_spread":0.1359364209040852,"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."}}