{"id":"W3198752233","doi":"10.1093/neuonc/noab210","title":"The benefit of early surgery on overall survival in incidental low-grade glioma patients: A multicenter study","year":2021,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Glioma; Multivariate analysis; Univariate analysis; Surgery; Surgical resection; Radiological weapon; Multicenter study; Radiology; Internal medicine; Randomized controlled trial","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":[0.0002071721,0.0001732758,0.0005317534,0.0001531632,0.0000601103,0.00001558317,0.00008760021,0.00009014452,0.0000431346],"category_scores_gemma":[0.0004379961,0.0001118742,0.0001609127,0.0002552003,0.00005943296,0.00004343893,0.0001142293,0.0002140693,0.0000244317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002319298,"about_ca_system_score_gemma":0.0001286939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003016262,"about_ca_topic_score_gemma":0.001344633,"domain_scores_codex":[0.9981535,0.0003173963,0.0005012837,0.0003486268,0.000369688,0.0003095068],"domain_scores_gemma":[0.9972819,0.001949065,0.0001620395,0.0003658244,0.0001397792,0.0001013724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007970074,0.01385895,0.9638419,0.00001269521,0.0001065707,0.00313928,0.0005772343,0.000004960149,0.01034217,0.00003527079,0.0003077179,0.006976272],"study_design_scores_gemma":[0.00831164,0.002753384,0.9713935,0.00004772851,0.00007795696,0.00001721701,0.0003949401,0.00001190778,0.01568288,0.00001541922,0.00121086,0.00008259318],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968244,0.00007713005,7.058603e-8,0.001271722,0.0009062047,0.000655415,0.00001487,0.00001474843,0.0002354679],"genre_scores_gemma":[0.999198,0.0000535244,0.000006183021,0.000527123,0.00006425415,0.000095946,0.00002132865,0.00002363478,0.000009986701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01110556,"threshold_uncertainty_score":0.4562096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02317050830082183,"score_gpt":0.2951102802211432,"score_spread":0.2719397719203214,"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."}}