{"id":"W4382067233","doi":"10.1177/15910199231185806","title":"Fluoroscopy-guided multiphase flat panel CT cisternography to diagnose complex skull base CSF leaks","year":2023,"lang":"en","type":"article","venue":"Interventional Neuroradiology","topic":"Head and Neck Surgical Oncology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University Health Network","funders":"","keywords":"Medicine; Fluoroscopy; Skull; Cerebrospinal fluid; Leak; Anterior cranial fossa; Radiology; Middle cranial fossa; Cerebrospinal fluid leak; Cerebral Spinal Fluid; Surgery; Biomedical engineering; Pathology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004411153,0.0003077743,0.0008109756,0.0006169319,0.0001137749,0.00001983636,0.0002625648,0.0001369167,0.002325846],"category_scores_gemma":[0.0008253484,0.000277507,0.0007082761,0.0006913171,0.0002416268,0.00007266912,0.0002047627,0.0004127999,0.001932944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006505629,"about_ca_system_score_gemma":0.00006645039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007281885,"about_ca_topic_score_gemma":0.00004219208,"domain_scores_codex":[0.9970673,0.0004132453,0.0008450532,0.0007206819,0.0002771919,0.0006764763],"domain_scores_gemma":[0.9978144,0.0008957246,0.0001236464,0.0004343465,0.0001575592,0.0005742779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.002745926,0.003099331,0.3002355,0.0005874847,0.0006241431,0.02516874,0.0002571027,0.0002319268,0.1945132,0.002429024,0.4481417,0.02196593],"study_design_scores_gemma":[0.007815612,0.006143582,0.5832017,0.0003124293,0.0001345237,0.003855155,0.00004215261,0.002418697,0.003052604,0.0005995836,0.3918952,0.0005287778],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849399,0.00006658424,0.0003150204,0.01053855,0.001311118,0.0006121421,0.0001540802,0.0003604653,0.001702077],"genre_scores_gemma":[0.9888728,0.00004659728,0.0006024581,0.00734235,0.000439441,0.0001675762,0.0005241515,0.00005310086,0.001951579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2829662,"threshold_uncertainty_score":0.9999677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1821835347910599,"score_gpt":0.4043193595779505,"score_spread":0.2221358247868905,"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."}}