{"id":"W4386485229","doi":"10.1016/j.wneu.2023.08.087","title":"Analysis of Evolution of Hydrocephalus in Posterior Fossa Tumors and Validation Study of the Modified Canadian Preoperative Prediction Rule for Hydrocephalus in Children and Frankfurt Grading System for Prediction of Cerebrospinal Fluid Diversion in Adults with Posterior Fossa Tumors","year":2023,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Receiver operating characteristic; Hydrocephalus; Grading (engineering); Cerebrospinal fluid; Area under the curve; Endoscopic third ventriculostomy; Surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006489753,0.0002778228,0.0008224977,0.002625138,0.0001646013,0.0000236804,0.0001974962,0.00008121011,0.000001404393],"category_scores_gemma":[0.0002512379,0.0002461848,0.000131138,0.00391139,0.0001683885,0.0003890907,0.0001036543,0.0001498009,7.608616e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002563929,"about_ca_system_score_gemma":0.0001594883,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01436962,"about_ca_topic_score_gemma":0.01873757,"domain_scores_codex":[0.9970128,0.000263902,0.001169804,0.0007117628,0.0004557655,0.0003859597],"domain_scores_gemma":[0.998623,0.0002984242,0.0005704034,0.0002834625,0.0001250701,0.00009966279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001655387,0.0002272405,0.8863854,0.0004340727,0.00004166252,0.000004183574,0.002152035,0.008119375,0.1007976,0.00003149212,0.000003318797,0.0001481709],"study_design_scores_gemma":[0.002997544,0.001021902,0.8839229,0.0008149016,0.0002025202,0.00001871162,0.0008705794,0.07006729,0.0399252,0.00001296252,1.176272e-7,0.0001453384],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956288,0.00004513602,0.00002111734,0.00003314665,0.0001523286,0.002893762,0.001185846,0.00002548644,0.00001437887],"genre_scores_gemma":[0.999693,0.00001259426,0.000006016183,0.00001011484,0.00001804265,0.0001612852,0.00005516615,0.00002945848,0.00001433415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06194791,"threshold_uncertainty_score":0.999999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01362234495124832,"score_gpt":0.222607221059088,"score_spread":0.2089848761078397,"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."}}