{"id":"W2324557811","doi":"","title":"Brain Vascular Malformation Consortium: Overview, Progress and Future Directions.","year":2013,"lang":"en","type":"article","venue":"PubMed","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Arteriovenous malformation; Disease; Center of excellence; Intensive care medicine; Disease registry; Pathology; 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":[0.0001771875,0.0001183651,0.0001816978,0.000107776,0.000108361,0.00006985947,0.0000297524,0.00006831064,0.0001355521],"category_scores_gemma":[0.00003027397,0.00008924663,0.00009672018,0.0001748562,0.00004658966,0.0003589956,0.00002360258,0.00007575475,0.00007796613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005894114,"about_ca_system_score_gemma":0.00001295335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003223461,"about_ca_topic_score_gemma":0.000003975792,"domain_scores_codex":[0.9991964,0.0000348399,0.0002071794,0.0001474367,0.0001898974,0.0002242792],"domain_scores_gemma":[0.9994326,0.00002127153,0.00006092338,0.000228737,0.00009773907,0.000158687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00000584131,0.0002420099,0.05314536,0.0001249579,0.0002394288,0.000003104102,0.0002163143,4.383078e-7,0.000001361348,0.0008837126,0.00655027,0.9385872],"study_design_scores_gemma":[0.0008759006,0.00002141013,0.7321916,0.00001055007,0.00009558174,0.00004923125,0.00008398791,0.00007478424,0.00006374944,0.00006370687,0.2663988,0.00007069347],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9455395,0.02000045,0.00002157596,0.02686681,0.0002198554,0.00364637,0.000006437318,0.0001605378,0.003538448],"genre_scores_gemma":[0.979623,0.005864546,0.0006737809,0.001799324,0.0002698849,0.0113726,0.00009372534,0.00001998571,0.0002831213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9385165,"threshold_uncertainty_score":0.3639372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01454428093350063,"score_gpt":0.2327420037449183,"score_spread":0.2181977228114176,"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."}}