{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008857994,0.0001201174,0.0004342335,0.00008199474,0.00005855661,0.000009748341,0.0001556039,0.00005677155,0.00004662694],"category_scores_gemma":[0.00002836536,0.00009048167,0.00005548987,0.00009772043,0.00003302511,0.00005107993,0.00005670432,0.0001093193,0.00004333492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008308011,"about_ca_system_score_gemma":0.00001787707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001676214,"about_ca_topic_score_gemma":0.00003735086,"domain_scores_codex":[0.9985586,0.0003638444,0.000379025,0.0002686679,0.0002710387,0.0001587694],"domain_scores_gemma":[0.9992397,0.00007639253,0.00009588966,0.0003161346,0.0001415811,0.000130329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001981795,0.006661795,0.9175103,0.0007980877,0.001731405,0.001234443,0.006356935,0.000103522,0.0004813767,0.03169931,0.0007851127,0.03065594],"study_design_scores_gemma":[0.003052764,0.002299416,0.9866741,0.0002768218,0.00005817115,0.0001802476,0.002205625,0.0006416349,0.0001047539,0.000002303444,0.004390211,0.0001139689],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9356415,0.00001625575,0.0001180909,0.0002342764,0.0003930229,0.0005433009,0.000007244038,0.00005976817,0.06298655],"genre_scores_gemma":[0.9988772,0.000003853871,0.0001261842,0.0001528615,0.0001257077,0.00002452093,0.00004140563,0.00001620383,0.0006320946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0691638,"threshold_uncertainty_score":0.3689736,"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."}}