{"id":"W2072142330","doi":"10.1227/neu.0b013e3181f07e76","title":"A Multicenter Multinational Registry for Assessing Ventriculoperitoneal Shunt Infections for Hydrocephalus","year":2010,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Child and Family Research Institute; BC Children's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Hydrocephalus; Shunt (medical); Surgery; Catheter; Prospective cohort study","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006290403,0.0004150937,0.0006188998,0.00241995,0.0004389374,0.0005930561,0.0008638144,0.0003703148,0.001652183],"category_scores_gemma":[0.01117853,0.0003776114,0.0003904929,0.002568284,0.0003659462,0.001114825,0.00108234,0.0004880565,0.0003864699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005468527,"about_ca_system_score_gemma":0.002498721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003047374,"about_ca_topic_score_gemma":0.003612943,"domain_scores_codex":[0.9972152,0.001124495,0.0005757921,0.0003926897,0.0005412439,0.0001504881],"domain_scores_gemma":[0.9754257,0.003863974,0.01331044,0.003512071,0.002291341,0.001596534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001258348,0.00004409198,0.9965569,0.00003486227,0.00003347374,0.00007035175,0.00008771288,0.00004032917,0.00021628,0.00002919949,0.0004509755,0.002310077],"study_design_scores_gemma":[0.00008167476,0.0002672741,0.9973676,0.00003316054,0.00007204982,0.000724401,0.0001507049,0.0003224946,0.0002294443,0.00002689516,0.000716472,0.000007849593],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990703,0.0003119343,0.0009319972,0.00007706916,0.00001359123,0.0004960693,0.006285707,0.00004749375,0.001133206],"genre_scores_gemma":[0.9795711,0.0004384132,0.003650361,0.0001100416,0.00005515854,0.001335714,0.0145856,0.0000273722,0.0002261735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006290403,"threshold_uncertainty_score":0.03326726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02772756355280035,"score_gpt":0.3052354408522096,"score_spread":0.2775078772994092,"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."}}