{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002713566,0.0005044288,0.0005263264,0.0001740124,0.0001105173,0.00003133744,0.0007979248,0.0009916518,0.00009704306],"category_scores_gemma":[0.0009144562,0.0004740273,0.0002760345,0.0001438112,0.0003371178,0.000001626698,0.0003194844,0.0004162418,0.00001515105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003018366,"about_ca_system_score_gemma":0.0001462897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006102137,"about_ca_topic_score_gemma":0.000009835192,"domain_scores_codex":[0.9976582,0.00004977675,0.000441259,0.0008739922,0.0003647245,0.0006120648],"domain_scores_gemma":[0.9977683,0.00006776168,0.000251256,0.001460947,0.0003162784,0.0001354023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005602144,0.00001002858,0.000007331929,0.0001003777,0.000193012,0.0002637887,0.00001452626,0.000003458321,0.1421463,0.00004360709,0.8564464,0.0007151306],"study_design_scores_gemma":[0.001773356,0.000957619,0.00001826486,0.0001663006,0.0002355963,0.0001470109,0.00001248985,0.00002682691,0.0337351,0.0007089279,0.9616913,0.0005271609],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01011958,0.01369509,0.1701349,0.7925537,0.003899981,0.001818039,0.001016871,0.00007952308,0.006682306],"genre_scores_gemma":[0.002819955,0.0003163435,0.01285668,0.923394,0.04705393,0.0002882512,0.009709255,0.0003861817,0.003175376],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1572783,"threshold_uncertainty_score":0.9997711,"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."}}