{"id":"W3160027630","doi":"10.1002/hed.26709","title":"The effect of prior radiation on the success of ventral skull base reconstruction: A systematic review and meta‐analysis","year":2021,"lang":"en","type":"review","venue":"Head & Neck","topic":"Head and Neck Surgical Oncology","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Skull; Leak; Medicine; Meta-analysis; Cerebrospinal fluid leak; Surgery; Cerebrospinal fluid; Incidence (geometry); Odds ratio; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006020394,0.001661141,0.01036084,0.004060417,0.0005364663,0.002312261,0.001421502,0.001582047,0.003944478],"category_scores_gemma":[0.02177715,0.0009458106,0.02023112,0.005713555,0.0005236953,0.001180824,0.0009526069,0.001391038,0.0003095625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001616497,"about_ca_system_score_gemma":0.002729021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006013948,"about_ca_topic_score_gemma":0.01416861,"domain_scores_codex":[0.9960533,0.001454748,0.001343518,0.000471702,0.0005161248,0.000160537],"domain_scores_gemma":[0.9849932,0.01168598,0.001903879,0.000291888,0.0009587843,0.0001662911],"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":[0.001687455,0.00003572952,0.007288784,0.6673945,0.293493,0.000194753,0.0001045666,0.000430758,0.0002391324,0.0001560381,0.001209549,0.02776574],"study_design_scores_gemma":[0.0004613161,0.0002973106,0.01118962,0.07924989,0.9027541,0.0003150542,0.00008644893,0.0001791062,0.0002200578,0.000235232,0.004973659,0.00003825422],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002856229,0.9962242,0.0001398282,0.00009905946,0.00005695737,0.00007511235,0.0003592998,0.000006834294,0.0001825149],"genre_scores_gemma":[0.06291131,0.9352134,0.0005487329,0.0003394295,0.0001064762,0.0002176677,0.0004904543,0.00001155268,0.0001609897],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01036084,"threshold_uncertainty_score":0.03183931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05039234273318261,"score_gpt":0.3756414737669692,"score_spread":0.3252491310337866,"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."}}