{"id":"W4415532375","doi":"10.3171/2025.6.jns242301","title":"Toward data-driven surgical planning: multimodal mapping correlates of aphasic surgical deficits","year":2025,"lang":"en","type":"article","venue":"Journal of neurosurgery","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aphasia; White matter; Resection; Brain mapping; Surgical resection; Magnetic resonance imaging","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005675945,0.0002111988,0.0001047645,0.0006447681,0.000159624,0.0005789867,0.0001727087,0.0001987904,0.001250536],"category_scores_gemma":[0.007993105,0.0001104815,0.00009665928,0.0003497812,0.0003998577,0.0006240726,0.0003753798,0.000263396,0.0002319627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001919213,"about_ca_system_score_gemma":0.0003524502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001043277,"about_ca_topic_score_gemma":0.001279318,"domain_scores_codex":[0.9998183,0.00006323273,0.0000236689,0.00003729689,0.00004202939,0.00001547728],"domain_scores_gemma":[0.9977919,0.0009152262,0.0007535035,0.0001372949,0.0003070438,0.00009503578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001849458,0.00005713046,0.9426923,0.00005386271,0.0000500617,0.0004069159,0.0003831748,0.003046365,0.004874009,0.0002742748,0.0003410586,0.04763582],"study_design_scores_gemma":[0.00001594253,0.0002070941,0.969454,0.00005005802,0.0000437399,0.002352129,0.0006810735,0.0204465,0.003700821,0.002255218,0.0007741165,0.00001945249],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99498,0.0001835654,0.003598571,0.0001770245,0.000003581587,0.0000151582,0.00007747381,0.00002742185,0.0009372361],"genre_scores_gemma":[0.9989679,0.0000443801,0.000869729,0.00001197911,0.000002808102,0.00000488643,0.00003650099,0.000003188314,0.0000585956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001250536,"threshold_uncertainty_score":0.004183471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07688477352547853,"score_gpt":0.3268747659493444,"score_spread":0.2499899924238659,"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."}}