{"id":"W1992702140","doi":"10.1007/s00381-014-2501-9","title":"Management of postoperative pseudomeningoceles: an international survey study","year":2014,"lang":"en","type":"article","venue":"Child s Nervous System","topic":"Head and Neck Surgical Oncology","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Neurosurgery; Hydrocephalus; Surgery; Pseudomeningocele; Guideline; Complication","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":[0.0005784067,0.000245224,0.0002446483,0.001090063,0.0003366532,0.0005533709,0.0002477619,0.0003055286,0.001292228],"category_scores_gemma":[0.001886758,0.0001712977,0.0004979811,0.002098429,0.0002808732,0.0007905851,0.0004985197,0.0003398559,0.0002163286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002916107,"about_ca_system_score_gemma":0.0004119528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003761632,"about_ca_topic_score_gemma":0.004212647,"domain_scores_codex":[0.9994854,0.000138355,0.000127849,0.00006274046,0.00007094235,0.0001147246],"domain_scores_gemma":[0.9979011,0.0003305153,0.001237049,0.00006919565,0.000215361,0.0002468251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002782722,0.00002906641,0.9976314,0.00001505849,0.00002238685,0.00006837845,0.0002078629,0.00002050497,0.00005339293,0.00001215832,0.00006595411,0.001845939],"study_design_scores_gemma":[0.000003047432,0.0001079582,0.9969338,0.00002493406,0.0000263321,0.0004942475,0.001858272,0.00004274558,0.00003419239,0.00001085122,0.0004593646,0.000004325904],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978973,0.0007008559,0.0000637132,0.00006497553,0.000003817506,0.000009175817,0.0003867264,0.000001549384,0.0008718934],"genre_scores_gemma":[0.9985794,0.0008177443,0.00006265012,0.00004950856,0.000004581953,0.000009405358,0.0003564881,0.00000173843,0.0001186196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003761632,"threshold_uncertainty_score":0.007479429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02220609411838867,"score_gpt":0.3087644837459092,"score_spread":0.2865583896275205,"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."}}