{"id":"W2900172569","doi":"10.15252/emmm.201809484","title":"Biopsy‐free screening for glioma","year":2018,"lang":"en","type":"letter","venue":"EMBO Molecular Medicine","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Allergy and Infectious Diseases; Natural Sciences and Engineering Research Council of Canada; National Institutes of Health; National Science Foundation","keywords":"Glioma; Medicine; Biopsy; Pathology; Cancer research","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005398382,0.0004068643,0.0004812865,0.0005012476,0.0007030349,0.0005715215,0.0007131294,0.006960229,0.003945028],"category_scores_gemma":[0.005758805,0.0002136556,0.0004579729,0.0002401558,0.0006785726,0.0007369375,0.0003784349,0.004855155,0.003171578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00102873,"about_ca_system_score_gemma":0.0004953775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001147672,"about_ca_topic_score_gemma":0.002163841,"domain_scores_codex":[0.9995975,0.0001276181,0.00003238369,0.00005868545,0.0001130165,0.0000708074],"domain_scores_gemma":[0.998439,0.0008546101,0.00006830497,0.0001065329,0.000278148,0.0002533871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004336574,0.0002234952,0.01227228,0.0002727161,0.00005563835,0.09887798,0.0001553956,0.0003793131,0.004988339,0.004893433,0.7066292,0.1708185],"study_design_scores_gemma":[0.0003776786,0.0008897963,0.01973319,0.001199729,0.0001403654,0.2345102,0.0005570378,0.003163731,0.007987093,0.03073263,0.7006043,0.000104226],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01516952,0.02037979,0.003239542,0.9086431,0.02424284,0.0001206782,0.000311808,0.0002878914,0.02760484],"genre_scores_gemma":[0.1992766,0.01851595,0.003407378,0.6840245,0.06814582,0.0001503268,0.0005287876,0.00009662724,0.02585398],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.006960229,"threshold_uncertainty_score":0.01319742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01557937963457795,"score_gpt":0.2704474861570125,"score_spread":0.2548681065224346,"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."}}