{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006432701,0.000258145,0.0003562063,0.0005180276,0.000297146,0.0004390927,0.0002305272,0.0002725449,0.0008466447],"category_scores_gemma":[0.001741537,0.0001390724,0.0004626111,0.0004476234,0.0002504001,0.0003092242,0.0003317584,0.0002379554,0.0001625449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002130512,"about_ca_system_score_gemma":0.0002818139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008359418,"about_ca_topic_score_gemma":0.001215443,"domain_scores_codex":[0.9996736,0.0001063005,0.00003479983,0.00007958554,0.00003915024,0.00006651149],"domain_scores_gemma":[0.9987106,0.0002412632,0.0005573053,0.00009581943,0.00009006254,0.0003049491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000356851,0.00002486567,0.9982579,0.000004828214,0.00003804424,0.0000916619,0.00002045492,0.00002411489,0.0001573042,0.000004032147,0.00002892376,0.0009910221],"study_design_scores_gemma":[0.0000373709,0.0005006981,0.9979814,0.00000618045,0.00008488986,0.0007838072,0.0001163199,0.0001879562,0.0001002853,0.00002229222,0.0001736511,0.000004983633],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997541,0.0001080917,0.00002064611,0.00001305998,0.000001622923,0.000001916901,0.00004937327,9.67555e-7,0.00005010064],"genre_scores_gemma":[0.9997327,0.00005326356,0.00003363195,0.00000932789,0.00000838559,0.000003010949,0.0001440452,9.728702e-7,0.00001470272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008466447,"threshold_uncertainty_score":0.003401995,"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."}}