{"id":"W2607832354","doi":"10.1016/j.neurad.2017.03.003","title":"The Treatment of Brain Arteriovenous Malformation Study (TOBAS): A preliminary inter- and intra-rater agreement study on patient management","year":2017,"lang":"en","type":"article","venue":"Journal of Neuroradiology","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal; Health Sciences Centre; Centre Hospitalier de l’Université de Montréal; University of Alberta Hospital; Hôpital Notre-Dame","funders":"","keywords":"Arteriovenous malformation; Medicine; Physical medicine and rehabilitation; Radiology","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":[0.0002763292,0.000152451,0.0003920512,0.0001389918,0.0002502865,0.00004517979,0.0001185224,0.00002587814,0.000006566499],"category_scores_gemma":[0.00003254995,0.00008160448,0.000118917,0.00002735435,0.00006619881,0.0001004685,0.00004602617,0.000083401,0.00000448457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001096176,"about_ca_system_score_gemma":0.00001597953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008379027,"about_ca_topic_score_gemma":0.00001078465,"domain_scores_codex":[0.9987123,0.0001869067,0.0006161202,0.0001269297,0.0002136815,0.0001440803],"domain_scores_gemma":[0.9985899,0.00009422965,0.0006567243,0.0005016217,0.00008953297,0.00006802296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005114081,0.04722364,0.4573551,0.00008123516,0.004973867,0.002732461,0.02731737,0.0001109581,0.000150841,0.000150026,0.001246109,0.4535443],"study_design_scores_gemma":[0.005830636,0.1296933,0.8565639,0.00005032593,0.0004604521,0.0004952782,0.004281473,0.00005200552,0.0001101743,0.00002106551,0.002385942,0.00005543751],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948759,0.0001617021,0.00002151695,0.002976384,0.0002786412,0.001478965,0.000002427735,0.000003138501,0.0002012942],"genre_scores_gemma":[0.999145,0.0005082358,0.00004713232,0.0001472957,0.00004538208,0.00006752573,0.000001547813,0.000008223308,0.00002968846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4534889,"threshold_uncertainty_score":0.3327734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02424343374066204,"score_gpt":0.2980403556834667,"score_spread":0.2737969219428047,"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."}}