{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004772794,0.000454492,0.0002575809,0.0005360349,0.00009736085,0.0003305121,0.0001809982,0.000315633,0.0004577671],"category_scores_gemma":[0.0005110773,0.0001999042,0.0002754193,0.0002976084,0.000126286,0.0001279034,0.0001895498,0.0002498502,0.0003294588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002285097,"about_ca_system_score_gemma":0.0002231239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00103315,"about_ca_topic_score_gemma":0.001879074,"domain_scores_codex":[0.9997585,0.00005197596,0.00001373004,0.00007791727,0.00008029056,0.00001758674],"domain_scores_gemma":[0.9998701,0.00003467827,0.00004260951,0.00001046091,0.00002978944,0.00001244842],"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":[0.0004404261,0.0001118268,0.01887161,0.00009035262,0.00006961212,0.0001070225,0.00005865167,0.001663678,0.9355088,0.0001059607,0.0001970374,0.04277509],"study_design_scores_gemma":[0.00002603953,0.0007450039,0.06815847,0.00001273806,0.0001114917,0.0005463398,0.00004515704,0.05529082,0.8730779,0.0001574428,0.001794821,0.00003385485],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9308884,0.001647807,0.06460018,0.0001109955,0.00003701663,0.00007637207,0.001065498,0.0007423379,0.0008314119],"genre_scores_gemma":[0.9570061,0.0004511465,0.03988047,0.00004839553,0.00001284321,0.0001013323,0.0006062581,0.00002060505,0.001872757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00103315,"threshold_uncertainty_score":0.002524137,"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."}}