{"id":"W4390665127","doi":"10.3389/fendo.2023.1263308","title":"Risk factors of cerebrospinal fluid leakage after neuroendoscopic transsphenoidal pituitary adenoma resection: a systematic review and meta-analysis","year":2024,"lang":"en","type":"review","venue":"Frontiers in Endocrinology","topic":"Pituitary Gland Disorders and Treatments","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Science Foundation of Liaoning Province; China Postdoctoral Science Foundation","keywords":"Medicine; Pituitary adenoma; Meta-analysis; Transsphenoidal surgery; Cerebrospinal Fluid Leakage; Cerebrospinal fluid leak; Pituitary neoplasm; Cerebrospinal fluid; Cochrane Library; Cerebral Spinal Fluid; Adenoma; Internal medicine; Surgery; Pituitary gland; Anesthesia; Hormone","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001246553,0.0007977748,0.01182621,0.001212349,0.00004760452,0.00001396046,0.0002173763,0.0002241827,0.0002131043],"category_scores_gemma":[0.0000842175,0.0004904108,0.002984313,0.001061521,0.0001894183,0.00007146803,0.00008948376,0.0007393215,0.00001434582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001183143,"about_ca_system_score_gemma":0.0001206692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002163132,"about_ca_topic_score_gemma":0.00009031402,"domain_scores_codex":[0.9960277,0.0006746369,0.001559564,0.0009192235,0.0002756538,0.0005432237],"domain_scores_gemma":[0.9984677,0.00009394001,0.0004216539,0.0008202065,0.00004345059,0.0001529867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00004652069,0.0001711219,0.002446305,0.787142,0.2079568,0.0009564599,0.00006831047,3.5791e-7,1.269513e-8,0.00000971911,0.0005971479,0.0006052246],"study_design_scores_gemma":[0.0005111684,0.0005813828,0.0003119662,0.01394419,0.9783483,0.0003324205,0.00005711691,0.000003364666,2.449583e-7,0.00006239884,0.005559289,0.0002881475],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001727642,0.9955531,0.00009919367,0.00008752788,0.0003416121,0.003044178,0.0005486172,0.00004304254,0.0001099362],"genre_scores_gemma":[0.001922324,0.995594,0.0002974173,0.00008703061,0.00002326858,0.0009919823,0.0002030167,0.00006385127,0.000817168],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7731978,"threshold_uncertainty_score":0.9997547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03408187962987663,"score_gpt":0.311329459446071,"score_spread":0.2772475798161944,"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."}}