{"id":"W2971519398","doi":"10.1016/j.wneu.2019.08.235","title":"Natural History and Growth Patterns of Incidentally Discovered Diffusely Infiltrating Low-Grade Gliomas: A Volumetric Study","year":2019,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Natural history; Magnetic resonance imaging; Histopathology; Glioma; Lesion; Radiology; Neuroimaging; Retrospective cohort study; Nuclear medicine; Pathology; Internal medicine","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":[0.0001560518,0.0002476476,0.0005739956,0.0008599265,0.00003802658,0.00002638407,0.00008025374,0.00003289524,0.00007795609],"category_scores_gemma":[0.0001833772,0.0002078024,0.0001640122,0.0005785448,0.0000433655,0.0001623077,0.00009871776,0.0002047197,0.00001228044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001673987,"about_ca_system_score_gemma":0.00006129697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003885242,"about_ca_topic_score_gemma":0.000125483,"domain_scores_codex":[0.9982332,0.00009958069,0.000498538,0.0004361591,0.0004543887,0.000278152],"domain_scores_gemma":[0.9987252,0.0004763342,0.0002525708,0.0003555663,0.00005452053,0.0001357889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000101418,0.001800961,0.9740973,0.000160557,0.00009158294,0.0004981304,0.0002959065,7.899883e-7,0.02210663,0.00002240275,0.0004836318,0.0003407256],"study_design_scores_gemma":[0.002575914,0.0003846053,0.9924027,0.0001808748,0.0001284826,0.0000781277,0.0001323957,0.00006269007,0.003731847,0.000004163947,0.0001466927,0.0001714501],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969653,0.001114434,5.107423e-7,0.0001462651,0.0008018489,0.0007561548,0.00001503084,0.00004314505,0.0001572371],"genre_scores_gemma":[0.9988002,0.0000433382,0.00001331503,0.0004020378,0.00005952288,0.00003921163,0.000018292,0.00004048969,0.0005836184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01837478,"threshold_uncertainty_score":0.8473934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01345439908797097,"score_gpt":0.2306639998976197,"score_spread":0.2172096008096487,"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."}}