{"id":"W7117147212","doi":"10.3390/brainsci16010019","title":"Predictors, Complications, and Clinical Outcomes of Cerebrospinal Fluid Leak Post Endoscopic Endonasal Skull Base Surgery","year":2025,"lang":"en","type":"article","venue":"Brain Sciences","topic":"Head and Neck Surgical Oncology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"","keywords":"Diabetes insipidus; Leak; Cerebrospinal fluid; Cerebrospinal fluid leak; Retrospective cohort study; Skull","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004309211,0.0002452147,0.0002789472,0.0006727095,0.0004423058,0.0007104009,0.0003419079,0.0002979573,0.001507356],"category_scores_gemma":[0.00418456,0.000177397,0.0003792799,0.000761586,0.0004137353,0.0004768308,0.0004409906,0.0005161375,0.0001825738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005994744,"about_ca_system_score_gemma":0.0008646779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003538209,"about_ca_topic_score_gemma":0.005849988,"domain_scores_codex":[0.9995029,0.00006230093,0.00008942225,0.00005240264,0.0001469356,0.0001459692],"domain_scores_gemma":[0.995793,0.0007735944,0.002236257,0.00007986493,0.0004104182,0.0007069348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005131055,0.00001169731,0.9989458,0.000004943953,0.00001008802,0.000233272,0.00001911386,0.00002373901,0.00005088436,0.000002252524,0.0000285982,0.0006183278],"study_design_scores_gemma":[0.000003370242,0.0001107074,0.9978822,0.000008567105,0.0000132002,0.001553359,0.000188865,0.00008858451,0.00007685133,0.000009135565,0.00006120973,0.000003876787],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995333,0.0001728315,0.00002530384,0.00002350485,0.000003156289,0.000003267958,0.00006836803,0.000001521026,0.0001688111],"genre_scores_gemma":[0.999683,0.00008978035,0.00002809939,0.000007462432,0.000006388869,0.000004274123,0.0001493193,7.19807e-7,0.00003085188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003538209,"threshold_uncertainty_score":0.007035255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.053709611320355,"score_gpt":0.3905612824734886,"score_spread":0.3368516711531336,"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."}}