{"id":"W7132936303","doi":"","title":"Non-invasive Serum Biomarkers of Brain Tumors","year":2023,"lang":"","type":"dissertation","venue":"TSpace","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Goddard Space Flight Center","keywords":"MMP3; Glioma; Anaplastic astrocytoma; Logistic regression; Glioblastoma; Training set; Receiver operating characteristic","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":[0.0007451341,0.0006066395,0.0003714412,0.001782986,0.0001692641,0.0007320218,0.0002995438,0.0003747983,0.0006568469],"category_scores_gemma":[0.00202998,0.0001414441,0.0002907033,0.001082297,0.0002374663,0.0003520437,0.0003608739,0.0003394829,0.0004099633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000313375,"about_ca_system_score_gemma":0.0002707558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006150781,"about_ca_topic_score_gemma":0.0009350913,"domain_scores_codex":[0.9993224,0.000173138,0.00006967085,0.0001548708,0.0002221659,0.00005773917],"domain_scores_gemma":[0.9991973,0.000235479,0.0002854753,0.00006479751,0.0001691792,0.00004771959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002613133,0.000312368,0.6596541,0.0006349843,0.0006251679,0.0005749515,0.0001979006,0.003377068,0.2061882,0.0003831968,0.001658625,0.1237803],"study_design_scores_gemma":[0.00007809053,0.001171766,0.7342221,0.00009197383,0.0003731255,0.003942073,0.000335068,0.02556801,0.2261039,0.002095424,0.005958674,0.00005978171],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9697425,0.006812395,0.01878006,0.0001661118,0.00006383588,0.00008200058,0.002291125,0.0003798335,0.001682109],"genre_scores_gemma":[0.9856614,0.001109598,0.0105737,0.00008208174,0.00004580482,0.00006551821,0.001643815,0.00002310955,0.000794889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001782986,"threshold_uncertainty_score":0.003940701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01952669606508207,"score_gpt":0.3364982498985951,"score_spread":0.3169715538335131,"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."}}