{"id":"W2216168628","doi":"10.1159/000329228","title":"Endoscopic Reconstruction of Anterior Skull Base Defects","year":2012,"lang":"en","type":"book-chapter","venue":"Progress in neurological surgery","topic":"Head and Neck Surgical Oncology","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Skull; Leak; Cerebrospinal fluid leak; Surgery; Cerebrospinal fluid; 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":[],"category_scores_codex":[0.0005261947,0.000367076,0.001684041,0.0002748648,0.00002558367,0.000006185655,0.00008767968,0.0009264897,0.002260707],"category_scores_gemma":[0.0002478153,0.0002784587,0.0004634273,0.00007909948,0.0005556394,0.00005111761,0.0001012988,0.0008913847,0.0000708783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003164768,"about_ca_system_score_gemma":0.0000961535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002930323,"about_ca_topic_score_gemma":0.000003237889,"domain_scores_codex":[0.9975353,0.0001465024,0.0009864187,0.0005237659,0.000293583,0.0005143784],"domain_scores_gemma":[0.9976671,0.001285581,0.0004253158,0.0003179124,0.0000754656,0.000228585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006891517,0.0002939172,0.7605871,0.0003726971,0.00002746944,0.001838086,0.000004073344,6.756459e-8,0.00008113842,0.001511042,0.00009261391,0.2345026],"study_design_scores_gemma":[0.002059422,0.002301397,0.8700762,0.002506339,0.0003551413,0.00231802,0.00000144255,0.00002761725,0.0009462758,0.004512846,0.114183,0.0007123338],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9395674,0.01674277,0.000001305156,0.0004908121,0.001173843,0.0006275048,0.00001763326,0.0001105503,0.04126812],"genre_scores_gemma":[0.9924814,0.002933827,0.0001804566,0.0005010834,0.0006094186,0.00006136631,0.00003036244,0.00005593329,0.003146181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2337903,"threshold_uncertainty_score":0.9999667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0452097438730048,"score_gpt":0.2875887850211623,"score_spread":0.2423790411481574,"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."}}