{"id":"W4404237278","doi":"10.1093/neuonc/noae165.0144","title":"BIOM-72. INTEGRATION OF ULTRASENSITIVE ELECTROLUMINESCENT IMMUNOASSAY AND CELL-FREE DNAMETHYLATION ANALYSIS FOR NON-INVASIVE MONITORING OF ADULT DIFFUSE GLIOMAS","year":2024,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Advanced biosensing and bioanalysis techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Electroluminescence; Immunoassay; Medicine; Materials science; Nanotechnology; Immunology; Antibody","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":[],"consensus_categories":[],"category_scores_codex":[0.0001764798,0.0001668135,0.000363024,0.0003047172,0.00004603212,0.00001252745,0.00009859249,0.0002252501,3.093436e-7],"category_scores_gemma":[0.0004035575,0.0001461121,0.0002310728,0.0004878252,0.0001396395,0.000008059841,0.00005985121,0.00009848347,1.228272e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003981218,"about_ca_system_score_gemma":0.00008455419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003660929,"about_ca_topic_score_gemma":0.00007472812,"domain_scores_codex":[0.9988437,0.0001004659,0.0003728947,0.0003977013,0.000101423,0.0001838713],"domain_scores_gemma":[0.9988288,0.0002287473,0.0002242617,0.0002896001,0.0003885607,0.00004000485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002157939,0.0001129565,0.001157378,0.00006147949,0.0003117874,0.000005248632,0.0001171341,0.000007261213,0.9911806,0.00002355081,0.00006585346,0.006740981],"study_design_scores_gemma":[0.0004735147,0.001310384,0.0005809882,0.00002829098,0.0006175309,0.000009143852,0.0002395211,0.0009316377,0.995385,0.0000607406,0.0002381057,0.0001251367],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9676923,0.0003327812,0.03129191,0.0001643774,0.000111005,0.0002504619,0.00007382333,0.00002304081,0.00006030444],"genre_scores_gemma":[0.9900526,0.0009038571,0.008678898,0.00003283717,0.0001186027,0.00001908549,0.0001598359,0.00001795839,0.00001634114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02261301,"threshold_uncertainty_score":0.5958278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008749751292167129,"score_gpt":0.2825366174414882,"score_spread":0.273786866149321,"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."}}