{"id":"W3158401871","doi":"10.1093/neuros/nyab129","title":"Enhanced Fiber Tractography Using Edema Correction: Application and Evaluation in High-Grade Gliomas","year":2021,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Advanced Neuroimaging Techniques and Applications","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Synaptive (Canada)","funders":"National Institute of Neurological Disorders and Stroke; National Institutes of Health","keywords":"Medicine; Diffusion MRI; Edema; Fractional anisotropy; Magnetic resonance imaging; Tractography; Fiber tract; Functional magnetic resonance imaging; Radiology; Nuclear medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009742011,0.0003283766,0.0001639893,0.0005366121,0.0001376804,0.0003270894,0.0002493545,0.0003022686,0.0004389072],"category_scores_gemma":[0.00329589,0.0001109795,0.0001454702,0.0002637974,0.0001809785,0.0003227905,0.0002410068,0.0001511295,0.00009916162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002898144,"about_ca_system_score_gemma":0.0004139409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001916818,"about_ca_topic_score_gemma":0.003611182,"domain_scores_codex":[0.9998404,0.00006160876,0.00001475468,0.00002640983,0.00004237504,0.00001435621],"domain_scores_gemma":[0.9989286,0.0003568809,0.0002644887,0.0001208026,0.0002500294,0.00007915645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00471494,0.0007366806,0.426865,0.0005264942,0.0002563166,0.002216887,0.0006150634,0.04544655,0.1885333,0.0004616415,0.000403634,0.3292235],"study_design_scores_gemma":[0.0002183316,0.00469433,0.5414363,0.00006862225,0.0003396495,0.01052374,0.0002755,0.2632479,0.175704,0.0006960474,0.002710286,0.00008540812],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819509,0.0002588174,0.01745296,0.00001923923,0.000003819569,0.00004143614,0.00005122818,0.00007941461,0.0001421326],"genre_scores_gemma":[0.9794968,0.000198891,0.02001093,0.000005992636,0.000003854048,0.00002105641,0.0000978787,0.00001760877,0.0001468975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001916818,"threshold_uncertainty_score":0.005152166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06992008219545898,"score_gpt":0.3594106578960899,"score_spread":0.2894905757006309,"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."}}