{"id":"W4293824822","doi":"10.1177/15910199221121370","title":"Venous outflow stenting for symptomatic developmental venous anomaly","year":2022,"lang":"en","type":"article","venue":"Interventional Neuroradiology","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Outflow; Vein; Endovascular treatment; 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":[0.00020855,0.0001272377,0.0002920279,0.0001665038,0.0003235987,0.00001330222,0.0001082899,0.00002983988,0.0005791644],"category_scores_gemma":[0.00007784428,0.0001265002,0.0004013053,0.00010729,0.00003398967,0.00004970982,0.0001054528,0.0001267939,0.00004864188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002416427,"about_ca_system_score_gemma":0.00009232436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000089112,"about_ca_topic_score_gemma":0.000003759638,"domain_scores_codex":[0.9988592,0.00009253078,0.0003839871,0.0002419166,0.0001792689,0.0002431137],"domain_scores_gemma":[0.9995205,0.0001060923,0.0001206555,0.0001314097,0.00005901053,0.00006235106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002572263,0.07802085,0.7089885,0.002955545,0.01258919,0.002775101,0.004529207,0.007064354,0.005025091,0.04491403,0.03886418,0.09170166],"study_design_scores_gemma":[0.01411932,0.0254996,0.8161515,0.0002310194,0.001045183,0.02264964,0.001110111,0.006705401,0.0007570757,0.002073863,0.1089015,0.0007558489],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996104,0.0003655737,0.0006504044,0.001102848,0.000499182,0.0006867546,0.00008598888,0.00006361739,0.0004416245],"genre_scores_gemma":[0.9954166,0.000004668695,0.002165285,0.000600416,0.00006996828,0.0008815581,0.0004446042,0.00002365917,0.0003932491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.107163,"threshold_uncertainty_score":0.6341444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0319163264064662,"score_gpt":0.2817189253441699,"score_spread":0.2498025989377037,"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."}}