{"id":"W3164249942","doi":"10.1186/s12987-021-00281-0","title":"A novel model of acquired hydrocephalus for evaluation of neurosurgical treatments","year":2021,"lang":"en","type":"article","venue":"Fluids and Barriers of the CNS","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Institute of Neurological Disorders and Stroke; National Institutes of Health; Neurosurgery Research and Education Foundation","keywords":"Ventriculomegaly; Hydrocephalus; Cisterna magna; Medicine; Cistern; Cerebrospinal fluid; Cerebral aqueduct; Magnetic resonance imaging; Fourth ventricle; Third ventricle; Basal (medicine); Asymptomatic; Surgery; Anatomy; Internal medicine; Radiology; Biology; Fetus; Pregnancy","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":[],"consensus_categories":[],"category_scores_codex":[0.0002559216,0.0001143822,0.0002640351,0.00003632102,0.0001002503,0.000008546233,0.0001826212,0.00005734912,0.0000411126],"category_scores_gemma":[0.0008171655,0.00008269213,0.0001759787,0.0001895165,0.0002191225,0.00007641839,0.0001045322,0.00002566835,2.268844e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000208724,"about_ca_system_score_gemma":0.000223073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001027077,"about_ca_topic_score_gemma":0.00000256209,"domain_scores_codex":[0.9987555,0.00006423477,0.0003096809,0.0002637518,0.0004543782,0.0001524485],"domain_scores_gemma":[0.999249,0.00009478245,0.0001231409,0.0002735572,0.0001833283,0.00007612594],"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":[0.0001146792,0.000117096,0.000261462,0.00004852632,0.00001556432,2.55117e-7,0.0002564945,0.001332326,0.9953101,0.001855433,0.00007314864,0.0006149513],"study_design_scores_gemma":[0.002055186,0.0001519998,0.0006544148,0.00003140949,0.000165583,0.00001037967,0.00003913744,0.2642228,0.7309307,0.001636675,0.00003689641,0.00006477645],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976705,0.0002116478,0.0005853127,0.0001946986,0.0001438417,0.0003047033,0.0002443767,0.000006183485,0.0006387493],"genre_scores_gemma":[0.9992532,0.00005191043,0.0002099323,0.0001093968,0.00001658832,0.00001680732,0.000002722082,0.00001186605,0.0003276086],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2643793,"threshold_uncertainty_score":0.3372087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0503030126059902,"score_gpt":0.295644565075378,"score_spread":0.2453415524693878,"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."}}