{"id":"W1982281647","doi":"10.1016/j.spen.2009.02.001","title":"Treatment of Hydrocephalus in Adults","year":2009,"lang":"en","type":"review","venue":"Seminars in Pediatric Neurology","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":49,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; Alberta Children's Hospital","funders":"","keywords":"Hydrocephalus; Medicine; Etiology; Population; Pediatrics; Normal pressure hydrocephalus; Intensive care medicine; Surgery; Disease; Internal medicine; Dementia","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"],"consensus_categories":[],"category_scores_codex":[0.0001378814,0.0006910102,0.002556787,0.001507976,0.00003332707,0.000009898192,0.0006737807,0.0006615581,0.00004330548],"category_scores_gemma":[0.0002957626,0.0006096701,0.0004522685,0.001928662,0.0001191921,0.0000740646,0.000108907,0.0006096832,0.00009154213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001570312,"about_ca_system_score_gemma":0.0003060641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007022329,"about_ca_topic_score_gemma":0.00005927839,"domain_scores_codex":[0.9957062,0.0005110931,0.00139248,0.00129409,0.0003068893,0.0007892732],"domain_scores_gemma":[0.9978403,0.0008828648,0.0005397073,0.0006016318,0.00001441228,0.0001210467],"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":[0.0001777992,0.001032504,0.0007612028,0.003830103,0.000003086195,0.002232111,0.0001978257,0.00001199703,0.000004018371,0.0001348634,0.0001260511,0.9914885],"study_design_scores_gemma":[0.003822531,0.01078367,0.0006676391,0.002426125,0.0005667365,0.002238942,0.000004116159,0.0001535774,0.00005763999,0.0006846766,0.9772072,0.001387077],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01857002,0.977486,2.424479e-7,0.00004471383,0.0005929508,0.001007184,0.0000373756,0.00004301895,0.002218563],"genre_scores_gemma":[0.006699771,0.9924113,0.00001118672,0.0001231464,0.0004080522,0.0001093122,0.00001418772,0.00006363903,0.0001594181],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9901013,"threshold_uncertainty_score":0.9996355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02583881954372733,"score_gpt":0.3063151959045734,"score_spread":0.2804763763608461,"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."}}