{"id":"W2151410619","doi":"","title":"A MATHEMATICAL ANALYSIS OF PHYSIOLOGICAL AND MOLECULAR MECHANISMS THAT MODULATE PRESSURE GRADIENTS AND FACILITATE VENTRICULAR EXPANSION IN HYDROCEPHALUS.","year":2012,"lang":"en","type":"article","venue":"PubMed","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Hydrocephalus; Hydrostatic pressure; Interstitial fluid; Ventriculomegaly; Cerebrospinal fluid; Chemistry; Intracranial pressure; Ventricular system; Interstitial space; Pressure gradient; Internal medicine; Neuroscience; Cardiology; Medicine; Biology; Mechanics; Anesthesia; Surgery; Physics","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":[0.0005404681,0.0006491301,0.000545097,0.0007731948,0.0004461837,0.0008298023,0.0006900162,0.001292557,0.004170363],"category_scores_gemma":[0.001476918,0.0003450018,0.0009146642,0.0002894458,0.001083985,0.001543696,0.0007112103,0.0008584448,0.0004753556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001033659,"about_ca_system_score_gemma":0.0009037287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002748856,"about_ca_topic_score_gemma":0.002798926,"domain_scores_codex":[0.9999007,0.00002583452,0.000004313002,0.00001326394,0.00003106881,0.00002483434],"domain_scores_gemma":[0.999651,0.0001504421,0.00009162679,0.00001724951,0.00005312975,0.00003657521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007209853,0.0001266967,0.0007655261,0.0002059746,0.00007961013,0.0002309967,0.00009286664,0.5031389,0.02223334,0.4612201,0.004391599,0.007442288],"study_design_scores_gemma":[0.00001627711,0.0000264655,0.0003720722,0.00001218664,0.00002023736,0.00005272366,0.00001825416,0.968367,0.0005406035,0.02904786,0.001514263,0.00001205984],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1607797,0.005319449,0.7482193,0.00559188,0.0004559341,0.0002085341,0.0006420076,0.0002768697,0.0785064],"genre_scores_gemma":[0.9104041,0.002648015,0.04960504,0.0006151198,0.0002198047,0.0003949447,0.0002030354,0.000170531,0.0357395],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004170363,"threshold_uncertainty_score":0.01395124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04054976207654459,"score_gpt":0.2373977490712636,"score_spread":0.196847986994719,"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."}}