{"id":"W4367668603","doi":"10.1007/s11060-023-04316-4","title":"Treatment of hydrocephalus following posterior fossa tumor resection: a multicenter collaboration from the Hydrocephalus Clinical Research Network","year":2023,"lang":"en","type":"article","venue":"Journal of Neuro-Oncology","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Hospital for Sick Children; SickKids Foundation; University of Toronto; BC Children's Hospital; University of Calgary","funders":"National Institute of Neurological Disorders and Stroke; National Cancer Institute","keywords":"Hydrocephalus; Medicine; Endoscopic third ventriculostomy; Posterior fossa; Cohort; Surgery; Internal medicine","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":[0.002510925,0.0002827205,0.0009275616,0.0003067424,0.000626399,0.0001184557,0.0007421711,0.0002137058,0.00007794668],"category_scores_gemma":[0.003636723,0.0001954377,0.0005778933,0.001968505,0.0003917108,0.0003695632,0.0002732403,0.0008335224,0.0001284138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004670503,"about_ca_system_score_gemma":0.0008924177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006890079,"about_ca_topic_score_gemma":0.0001677296,"domain_scores_codex":[0.9929647,0.002710508,0.001778579,0.0005823353,0.001147746,0.000816078],"domain_scores_gemma":[0.9898877,0.007953677,0.0009498054,0.0004841938,0.0004356298,0.0002889706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01027115,0.002075906,0.02354331,0.00003276764,0.0002642776,0.008076159,0.004744962,0.001785829,0.9027889,0.0001423958,0.02611129,0.02016308],"study_design_scores_gemma":[0.03733711,0.0987225,0.07433219,0.0005527109,0.001018806,0.00536572,0.006210393,0.03553918,0.1494336,0.003799295,0.586501,0.001187459],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985252,0.0005059061,0.00001513922,0.007362517,0.005298968,0.000610186,0.00002587689,0.00004496885,0.0008844773],"genre_scores_gemma":[0.9946713,0.001062531,0.000140343,0.001126743,0.002760081,0.00002629219,0.00000368779,0.00004974778,0.0001592294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7533553,"threshold_uncertainty_score":0.7969717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1247536016972367,"score_gpt":0.4330839030794465,"score_spread":0.3083303013822098,"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."}}