{"id":"W4411921560","doi":"10.1016/j.wneu.2025.124219","title":"Cerebral Cavernous Malformation: The Impact of Associated Developmental Venous Anomaly on Surgical Treatment Outcome","year":2025,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University Health Network","funders":"","keywords":"Medicine; Cavernous malformations; Venous malformation; Anomaly (physics); Surgery; Radiology; Magnetic resonance imaging","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":[0.0001851983,0.0002206065,0.000470223,0.0003140988,0.0001749518,0.00002926522,0.00006944287,0.00004710381,0.0001789047],"category_scores_gemma":[0.00008076047,0.0001273788,0.0005592523,0.0006124823,0.00005045771,0.00006978155,0.00003129113,0.0001165554,0.00005725032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007326003,"about_ca_system_score_gemma":0.0002349928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001618603,"about_ca_topic_score_gemma":0.0000363039,"domain_scores_codex":[0.9986542,0.00009685454,0.0005504854,0.0001802219,0.0002539288,0.0002643001],"domain_scores_gemma":[0.9990591,0.0003611933,0.0001615136,0.0002867216,0.00005741957,0.00007404863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001945612,0.002702771,0.9878706,0.00001876224,0.0006144418,0.0001746041,0.0001543842,0.0002079123,0.00001879435,0.0002948409,0.002856128,0.004892183],"study_design_scores_gemma":[0.002003534,0.00055288,0.9907233,0.00008246821,0.0001648363,0.00009918332,0.00002465236,0.0001627677,0.001006695,0.00001017127,0.005068897,0.0001006855],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866481,0.0001080408,0.000001340282,0.001285328,0.0001968486,0.0004939687,0.00004140368,0.00005384501,0.0111711],"genre_scores_gemma":[0.996938,0.00004848992,0.00001640381,0.0003591368,0.00002685883,0.00007553106,0.00009279887,0.00001394257,0.002428822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0102899,"threshold_uncertainty_score":0.5194355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.032920266778179,"score_gpt":0.3156592997584288,"score_spread":0.2827390329802498,"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."}}