{"id":"W4231566739","doi":"10.1016/j.surneu.2007.09.031","title":"Commentary","year":2008,"lang":"en","type":"article","venue":"Surgical Neurology","topic":"Cerebrovascular and Carotid Artery Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Western Hospital","funders":"","keywords":"Medicine; Surgery; Vertebrobasilar insufficiency; Vertebral artery; Anastomosis; Stroke (engine)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002668647,0.0000669354,0.000164933,0.00003085801,0.00005291708,0.000001225491,0.00003673402,0.00004279304,0.001064386],"category_scores_gemma":[0.00000893247,0.00005420539,0.0001485993,0.00005536291,0.0001341931,0.00001716545,0.00002937207,0.0001285199,0.000160067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003096968,"about_ca_system_score_gemma":0.00001460826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001126757,"about_ca_topic_score_gemma":0.000001030636,"domain_scores_codex":[0.9994277,0.00005593519,0.00009584284,0.0001541558,0.0001054446,0.0001609552],"domain_scores_gemma":[0.9996119,0.00004833978,0.0000101175,0.000172776,0.00001481319,0.0001421285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004557028,0.0004821952,0.9278983,0.00001483423,0.00006131208,0.003552483,0.00003675239,0.000002758894,0.00008928419,0.000277861,0.06531036,0.001818107],"study_design_scores_gemma":[0.001953455,0.0004785653,0.4081119,0.000001613199,0.00003017621,0.008124806,0.000002991635,0.00002187159,0.0001112878,0.00003322315,0.5810661,0.00006402881],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9732293,0.00009590437,0.000002737922,0.01446,0.0001234287,0.00009435409,0.000002692948,0.00006702387,0.01192454],"genre_scores_gemma":[0.9689316,0.0001371485,0.000009698946,0.03049522,0.000207698,0.000006549006,0.00002604645,0.000008391607,0.0001776478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5197864,"threshold_uncertainty_score":0.9998488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01299050860040006,"score_gpt":0.2404051664429855,"score_spread":0.2274146578425855,"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."}}