{"id":"W4389071281","doi":"10.2139/ssrn.4638323","title":"Metabolomic Associations of Impaired Awareness of Hypoglycaemia in Type 1 Diabetes","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Diabetes Management and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Hospital for Sick Children; SickKids Foundation","funders":"","keywords":"Type 2 diabetes; Metabolomics; Diabetes mellitus; Medicine; Internal medicine; Endocrinology; Biology; Bioinformatics","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":[0.0004695097,0.0004192153,0.0004905195,0.0005415056,0.00016097,0.001298981,0.000204202,0.0005652261,0.003493944],"category_scores_gemma":[0.003334426,0.000259265,0.0006341412,0.001243152,0.0001244829,0.0003515864,0.0004572449,0.0008608883,0.0002748923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001801771,"about_ca_system_score_gemma":0.0001303519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002265833,"about_ca_topic_score_gemma":0.001498255,"domain_scores_codex":[0.9997256,0.00008443239,0.00003723572,0.00007111982,0.00004241881,0.00003916781],"domain_scores_gemma":[0.9984927,0.0005503747,0.0005733934,0.0001794647,0.00009569351,0.0001084045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002297723,0.0001359216,0.9772132,0.0001293106,0.001766365,0.0002145231,0.0001214748,0.0003604444,0.002245025,0.0001846203,0.0006638208,0.01466759],"study_design_scores_gemma":[0.00001008175,0.00006093735,0.9986882,0.00001056309,0.0002292676,0.0001089084,0.00003922314,0.0002499099,0.00011867,0.0002762203,0.0002013959,0.000006696716],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900433,0.003657651,0.0003610549,0.0005693432,0.0001029293,0.000005937959,0.003204216,0.00002913082,0.002026612],"genre_scores_gemma":[0.9972836,0.00082109,0.0002901993,0.00009757238,0.00009572058,0.000004621892,0.0009859435,0.000008983686,0.0004123159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003493944,"threshold_uncertainty_score":0.01168835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04603301433053962,"score_gpt":0.3374552695076267,"score_spread":0.291422255177087,"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."}}