{"id":"W4362455067","doi":"10.3171/2023.1.focus22641","title":"Introduction. Adult hydrocephalus: advancements in diagnosis, treatment, and patient outcomes","year":2023,"lang":"en","type":"article","venue":"Neurosurgical FOCUS","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Hydrocephalus; Medicine; Intensive care medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005114145,0.0002818758,0.0003443773,0.0002233655,0.0001656168,0.00007201178,0.000143581,0.00006794056,0.0001784043],"category_scores_gemma":[0.0005642166,0.0002258607,0.00009556464,0.000811151,0.0001178036,0.000239147,0.0001331023,0.0001614486,0.0003969073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000758871,"about_ca_system_score_gemma":0.00001573339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000582703,"about_ca_topic_score_gemma":0.00003050423,"domain_scores_codex":[0.9977865,0.0001148948,0.0003945777,0.0008582555,0.0003171166,0.0005286275],"domain_scores_gemma":[0.9991333,0.0003108142,0.00006800515,0.0002831088,0.0000208327,0.0001839498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007875051,0.003396605,0.5426043,0.00007631559,0.00003314784,0.002426264,0.001490568,0.001008329,0.110473,0.01632072,0.01314824,0.308235],"study_design_scores_gemma":[0.009173426,0.003797628,0.1925257,0.00006101905,0.00004724424,0.0002630822,0.0001314215,0.002342564,0.1790652,0.003743951,0.6075485,0.001300153],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906034,0.0001256139,0.000001369312,0.007027723,0.000665977,0.000368787,0.00003198299,0.0002260349,0.0009491044],"genre_scores_gemma":[0.9953097,0.002622511,0.000007452741,0.0009892167,0.0001264344,0.0002127197,0.000004329148,0.00003191801,0.0006957087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5944003,"threshold_uncertainty_score":0.9210334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01967100732231153,"score_gpt":0.2760098040078348,"score_spread":0.2563387966855233,"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."}}