{"id":"W3126552704","doi":"10.17762/pae.v58i2.1885","title":"COVID-19 and Diabetes Mellitus","year":2021,"lang":"en","type":"article","venue":"Psychology and Education Journal","topic":"Artificial Intelligence in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Comorbidity; Diabetes mellitus; 2019-20 coronavirus outbreak; Quarter (Canadian coin); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Psychology; Pandemic; Gerontology; Obesity; Type 2 diabetes; Medicine; Disease; Psychiatry; Outbreak; Virology; History; Infectious disease (medical specialty); Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00109145,0.0002102717,0.0002624502,0.001055709,0.0008297418,0.002034714,0.0004014856,0.0009070794,0.02044119],"category_scores_gemma":[0.004741571,0.0001373366,0.0006044141,0.002132375,0.0004962336,0.0006946483,0.0009071901,0.001801946,0.001252355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001032406,"about_ca_system_score_gemma":0.001359409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01340017,"about_ca_topic_score_gemma":0.01249176,"domain_scores_codex":[0.9990269,0.000381389,0.00009436818,0.0001305028,0.0001922588,0.0001746243],"domain_scores_gemma":[0.9951589,0.001647346,0.001502096,0.0001210029,0.000642763,0.0009278796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00106214,0.0003263205,0.6499145,0.001985594,0.000406285,0.002284868,0.001036017,0.0002784866,0.0002595929,0.01935348,0.0980342,0.2250585],"study_design_scores_gemma":[0.00006237232,0.000274485,0.7828109,0.003871253,0.0004533753,0.005145498,0.00279296,0.0005069052,0.0002344669,0.01519052,0.1885956,0.00006182552],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.175438,0.4252111,0.001251815,0.2409128,0.005984103,0.000111657,0.005966264,0.00007635434,0.145048],"genre_scores_gemma":[0.7267886,0.2202976,0.002041501,0.01651448,0.007858596,0.00008210012,0.003317486,0.00002294719,0.02307665],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02044119,"threshold_uncertainty_score":0.06838262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1978054118076427,"score_gpt":0.5708097302482882,"score_spread":0.3730043184406454,"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."}}