{"id":"W2327490439","doi":"10.1227/neu.0b013e3182690a0c","title":"Intracranial Biomechanics of Acute Experimental Hydrocephalus in Live Rats","year":2012,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Children's Hospital Research Institute of Manitoba","funders":"","keywords":"Medicine; Hydrocephalus; Biomechanics; 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":[0.0001527931,0.0006366798,0.0002642918,0.0009037636,0.0001859094,0.0002021622,0.0002592845,0.0002536676,0.001510212],"category_scores_gemma":[0.0001909863,0.0002251702,0.000313617,0.0002146314,0.000746259,0.0003634882,0.0002821844,0.0007662402,0.0002426151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003304355,"about_ca_system_score_gemma":0.0002798036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009419332,"about_ca_topic_score_gemma":0.001366778,"domain_scores_codex":[0.9998602,0.000008798755,0.000008637093,0.00003250903,0.00005506553,0.00003489014],"domain_scores_gemma":[0.9995591,0.00004219027,0.0002188032,0.00003625289,0.00004425561,0.00009942633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003166219,0.0001232482,0.001656438,0.00004677408,0.00001286501,0.0002452629,0.00006739264,0.000106675,0.9940441,0.00003979319,0.00005064096,0.003290069],"study_design_scores_gemma":[0.00003984416,0.005263433,0.08138268,0.00002553749,0.00007718924,0.001126782,0.0002937301,0.001280837,0.9092933,0.0001440059,0.001042247,0.00003034846],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974808,0.0004964973,0.001250227,0.00003096523,0.00002057142,0.00003563111,0.0001977245,0.00007854428,0.000409029],"genre_scores_gemma":[0.9947024,0.0009147534,0.002325978,0.00003174993,0.00001690961,0.0001271518,0.0003701398,0.00002198677,0.001488887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001510212,"threshold_uncertainty_score":0.005052149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02763258671454198,"score_gpt":0.2775817221923665,"score_spread":0.2499491354778245,"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."}}