{"id":"W3021044994","doi":"10.1016/j.jocn.2020.04.119","title":"The biological and clinical basis for early referral of low grade glioma patients to a surgical neuro-oncologist","year":2020,"lang":"en","type":"review","venue":"Journal of Clinical Neuroscience","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Radiation oncologist; Referral; Isocitrate dehydrogenase; IDH1; Glioma; Quality of life (healthcare); Disease; Asymptomatic; Intensive care medicine; Oncology; Internal medicine; Radiation therapy; Family medicine; Nursing; Mutation","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002988482,0.0003889978,0.003860839,0.0001475385,0.0001548104,0.00007897997,0.0007086967,0.0004244664,0.000006147678],"category_scores_gemma":[0.0364672,0.0001670897,0.002359465,0.0006429739,0.001089967,0.00007356721,0.0003209199,0.001106674,0.000005578019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003599119,"about_ca_system_score_gemma":0.0005695769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001397993,"about_ca_topic_score_gemma":9.364003e-7,"domain_scores_codex":[0.9924906,0.001002624,0.004599765,0.0007376173,0.000745282,0.0004241242],"domain_scores_gemma":[0.9795007,0.01617883,0.002444103,0.0004074718,0.000403618,0.001065262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009977149,0.00261381,0.04529557,0.0004274096,0.0001041309,0.001143015,0.000006413743,1.382409e-7,0.000003081093,0.00002824515,0.00150809,0.9478724],"study_design_scores_gemma":[0.002945161,0.02498542,0.08989409,0.002055344,0.0008663064,0.0005661575,0.000004078173,0.0000104325,0.000004145779,0.00002325447,0.8784737,0.0001719243],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.4947232,0.4875385,0.00002465266,0.007649858,0.006047251,0.003760757,0.0001888046,0.00002208694,0.00004498701],"genre_scores_gemma":[0.03394117,0.9641248,0.0004196697,0.0007006332,0.0007464712,0.00002850208,0.000002170238,0.00002766659,0.000008945472],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9477004,"threshold_uncertainty_score":0.9716491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3007246198208898,"score_gpt":0.5054101861327335,"score_spread":0.2046855663118437,"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."}}