{"id":"W4281994329","doi":"10.3233/shti220084","title":"A Knowledge Graph of Mechanistic Associations Between COVID-19, Diabetes Mellitus, and Chronic Kidney Disease","year":2022,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Artificial Intelligence in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Diabetes mellitus; Coronavirus disease 2019 (COVID-19); Kidney disease; Disease; Medicine; Intensive care medicine; Bioinformatics; Infectious disease (medical specialty); Internal medicine; Biology; Endocrinology","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":[0.001698885,0.0008225141,0.0006908788,0.01331859,0.001601359,0.002912397,0.001254152,0.001331219,0.006233917],"category_scores_gemma":[0.01110474,0.0004451391,0.002176754,0.007756039,0.0009116464,0.00314698,0.001859691,0.001051235,0.0009019953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001556151,"about_ca_system_score_gemma":0.004561924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01994522,"about_ca_topic_score_gemma":0.02697092,"domain_scores_codex":[0.9983902,0.000372349,0.0002132388,0.0004665366,0.0004680558,0.00008952343],"domain_scores_gemma":[0.9918078,0.005667049,0.0009184612,0.0004302217,0.0009538935,0.0002226779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006423362,0.0005751646,0.06724808,0.007535174,0.001980632,0.009146942,0.002821428,0.07742617,0.01178053,0.2457581,0.05203212,0.5230533],"study_design_scores_gemma":[0.0001893168,0.0003474488,0.02950875,0.00252331,0.002761659,0.005539256,0.001984263,0.1701237,0.006839944,0.4621315,0.3178394,0.0002113117],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08441149,0.01258255,0.738019,0.01916011,0.0006400085,0.001520678,0.0919839,0.005370257,0.04631201],"genre_scores_gemma":[0.3278564,0.00775526,0.6157084,0.001505289,0.00027954,0.0006955577,0.0419268,0.0001538149,0.004118852],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01994522,"threshold_uncertainty_score":0.03965831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1506041544802889,"score_gpt":0.4838384147361727,"score_spread":0.3332342602558838,"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."}}