{"id":"W2762202100","doi":"10.3171/2017.3.jns17159","title":"Surgical management of incidentally discovered diffusely infiltrating low-grade glioma","year":2017,"lang":"en","type":"article","venue":"Journal of neurosurgery","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Asymptomatic; Stereotactic biopsy; Glioma; Radiological weapon; Abnormality; Watchful waiting; Biopsy; Surgery; Radiology; Cancer; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001635222,0.0002545624,0.0002112576,0.000892514,0.0004838207,0.000363248,0.0002642834,0.0003114084,0.0005743015],"category_scores_gemma":[0.001369131,0.00009403168,0.0002455066,0.0004972689,0.0005911959,0.0002731346,0.000349377,0.0003012602,0.0001628348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002680051,"about_ca_system_score_gemma":0.0005477745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000838644,"about_ca_topic_score_gemma":0.002148781,"domain_scores_codex":[0.9998305,0.00002673433,0.00003021906,0.00002311966,0.00003843013,0.00005095498],"domain_scores_gemma":[0.9993238,0.0001322826,0.0003243647,0.00003270984,0.0000436156,0.0001431962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.0002420288,0.00007624218,0.8572189,0.0001850295,0.00005459894,0.09919143,0.0002793295,0.000566156,0.007349609,0.0001938238,0.001078589,0.0335643],"study_design_scores_gemma":[0.00002666962,0.000464077,0.4868152,0.0001548566,0.000063463,0.5030565,0.001482453,0.001428631,0.003609126,0.0004220007,0.002454202,0.00002281332],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940895,0.003538084,0.0008746347,0.0001803498,0.00002755378,0.00001396512,0.00006524652,0.00003172226,0.001179035],"genre_scores_gemma":[0.9980752,0.001244265,0.0003936013,0.00005248233,0.00004489788,0.00000406495,0.00008588057,0.000003605422,0.00009596865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000892514,"threshold_uncertainty_score":0.001944602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02907934577568769,"score_gpt":0.3038823565223729,"score_spread":0.2748030107466852,"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."}}