{"id":"W3091084424","doi":"10.36552/pjns.v24i3.469","title":"Cerebrospinal Fluid Leak after Repair of Congenital Spinal Pathologies, Incidence and Management","year":2020,"lang":"en","type":"article","venue":"Pakistan Journal Of Neurological Surgery","topic":"Head and Neck Surgical Oncology","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Smiths Detection (Canada)","funders":"","keywords":"Medicine; Leak; Surgery; Hydrocephalus; Complication; Spina bifida; Cerebrospinal fluid; Cerebrospinal fluid leak; Spinal cord; 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":[0.0007012081,0.0001877495,0.0009133386,0.0001015366,0.00003499562,0.00001116138,0.0001040694,0.0001399285,0.0002330731],"category_scores_gemma":[0.0007022275,0.0001282361,0.0004000992,0.0002202234,0.0003521945,0.00009156699,0.0001376959,0.000470017,0.000007590696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000187105,"about_ca_system_score_gemma":0.00007374654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001118304,"about_ca_topic_score_gemma":6.17479e-7,"domain_scores_codex":[0.9977285,0.0002410854,0.001028469,0.0002830865,0.0004032544,0.0003156676],"domain_scores_gemma":[0.9984175,0.0004700038,0.0003394052,0.0001368762,0.0001790871,0.0004571285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02229881,0.000460158,0.9009545,0.0004708356,0.0001698924,0.05940869,0.00006990327,0.000003488228,0.003879532,0.0002734231,0.001404674,0.01060603],"study_design_scores_gemma":[0.0008323966,0.008469406,0.9738677,0.00009971545,0.0001550382,0.002911298,0.00004259839,0.00004235681,0.0001300752,0.0001002163,0.01321762,0.0001316032],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932608,0.001989356,0.0001082424,0.003921282,0.000169055,0.00013736,0.000005788172,0.00003567411,0.0003724395],"genre_scores_gemma":[0.9941418,0.001140263,0.0006318372,0.003853779,0.0001983415,0.000004244192,8.956257e-7,0.000011794,0.00001703257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0729131,"threshold_uncertainty_score":0.5229316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0359888959641517,"score_gpt":0.2993944632838291,"score_spread":0.2634055673196773,"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."}}