{"id":"W3209522871","doi":"10.1016/j.wneu.2021.08.036","title":"In Reply to the Letter to the Editor Regarding ‘Symptomatic Unruptured Arteriovenous Malformations: Focal Oedema, Thrombosis and Vessel Wall Enhancement. A Retrospective Cohort Study’","year":2021,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Thrombosis; Retrospective cohort study; Intracranial Arteriovenous Malformations; Cohort; Arteriovenous malformation; Radiology; Surgery; Cerebral angiography; Internal medicine; Angiography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007477846,0.0002207167,0.0004661582,0.0002318119,0.0003026109,0.0001615481,0.0001058661,0.00003128206,0.00008430931],"category_scores_gemma":[0.0003671466,0.0001380446,0.0001374327,0.0009750155,0.00002919356,0.0002016066,0.0001338815,0.0002425332,0.00009439662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002088945,"about_ca_system_score_gemma":0.00005673279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006265328,"about_ca_topic_score_gemma":0.0002426721,"domain_scores_codex":[0.9979599,0.0002225229,0.0005493048,0.0004185336,0.0005206713,0.0003290634],"domain_scores_gemma":[0.9985793,0.0002958178,0.0001073918,0.0007836357,0.0001181294,0.0001157622],"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":[0.00003755383,0.0009409669,0.3542408,0.00004148149,0.0002858371,0.00009418857,0.003615191,0.000057211,0.0003210347,0.00005577185,0.6399873,0.0003226485],"study_design_scores_gemma":[0.0006033429,0.0001814304,0.7919186,0.0001757148,0.000194189,0.0000426459,0.0003245061,0.0001217138,0.000625479,0.00001473918,0.2056524,0.0001451368],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8257688,0.000145484,0.0001136207,0.1696268,0.001676104,0.002250857,0.000009226367,0.00003867197,0.0003704516],"genre_scores_gemma":[0.9184195,0.0000873887,0.0001097638,0.07866469,0.0009242012,0.00123357,0.00001430308,0.00002623655,0.0005203158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4376779,"threshold_uncertainty_score":0.5629296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01610045592987432,"score_gpt":0.2673424704362615,"score_spread":0.2512420145063872,"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."}}