{"id":"W4318263581","doi":"10.1227/ons.0000000000000536","title":"Transcavernous Surgical Approach for the Treatment of Carotid-Cavernous Fistula: 2-Dimensional Operative Video","year":2022,"lang":"en","type":"article","venue":"Operative Neurosurgery","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Carotid-cavernous fistula; Fistula; General surgery; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.0002423042,0.0002730225,0.0005909301,0.00009817278,0.000795358,0.00002835831,0.00009354881,0.0000397376,0.0002990107],"category_scores_gemma":[0.00003270306,0.0001670003,0.0006241766,0.000263393,0.0001273685,0.00007518323,0.00003458247,0.0001295965,0.00000425206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002526937,"about_ca_system_score_gemma":0.0002085597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009839796,"about_ca_topic_score_gemma":0.000004696633,"domain_scores_codex":[0.9981764,0.0002346481,0.0004338991,0.0003978228,0.0004766965,0.0002805119],"domain_scores_gemma":[0.9985336,0.0007151814,0.00009658251,0.0003861126,0.0001648862,0.0001036395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0124303,0.1166341,0.1892268,0.000619363,0.01594362,0.002217945,0.0554538,0.4917843,0.01556747,0.009669902,0.04077177,0.04968066],"study_design_scores_gemma":[0.05447378,0.04202452,0.1278561,0.0001237056,0.004915101,0.005513116,0.008122514,0.1028887,0.085026,0.00004594892,0.5668446,0.002165958],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881945,0.00216234,0.000599968,0.002261713,0.0004509951,0.004394522,0.0007776379,0.00004724496,0.001111036],"genre_scores_gemma":[0.9934577,0.0004099552,0.0005130784,0.0004025356,0.0001026942,0.00343932,0.0003846562,0.0000368594,0.001253189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5260728,"threshold_uncertainty_score":0.6810076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03236741220203337,"score_gpt":0.2892660930869072,"score_spread":0.2568986808848738,"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."}}