{"id":"W3214646103","doi":"10.1109/icdh52753.2021.00019","title":"A Digital Health System for Disease Analytics","year":2021,"lang":"en","type":"article","venue":"","topic":"COVID-19 diagnosis using AI","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; University of Manitoba","keywords":"Autoencoder; Computer science; Analytics; Identification (biology); Predictive analytics; Machine learning; Artificial intelligence; Data science; Data analysis; Health care; Data mining; Test data; Deep learning","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007642631,0.00007399257,0.0002098439,0.00004431887,0.00004684927,0.00005164868,0.00003005549,0.00001993571,0.00003352255],"category_scores_gemma":[0.0003777496,0.00006396425,0.0001182475,0.0001623219,0.00001379538,0.00004345405,0.00002811817,0.00003867815,0.00003156513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002692418,"about_ca_system_score_gemma":0.0009930079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001380667,"about_ca_topic_score_gemma":0.00001048874,"domain_scores_codex":[0.999265,0.000009223197,0.0001775796,0.0002113147,0.0001539012,0.0001829397],"domain_scores_gemma":[0.9989865,0.0001943936,0.00003529827,0.0002935401,0.0001357481,0.000354563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005033516,0.001919419,0.06957841,0.01459332,0.000423038,0.0009916502,0.000297035,0.0001800605,0.0001453606,0.01337515,0.8243387,0.07365452],"study_design_scores_gemma":[0.003728966,0.0003168634,0.01238572,0.00136038,0.0002881598,0.00006246368,0.0007619637,0.02336525,0.0007251711,0.000105238,0.9566272,0.0002725758],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03071812,0.002145984,0.07568976,0.880977,0.0008373223,0.001937698,0.0004664302,0.0009792122,0.006248494],"genre_scores_gemma":[0.9513237,0.00001375903,0.001290436,0.03894861,0.0002074932,0.00003212145,0.0001283975,0.00002420546,0.008031238],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9206056,"threshold_uncertainty_score":0.2608387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0424575361680092,"score_gpt":0.3550802687967935,"score_spread":0.3126227326287843,"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."}}