{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001870145,0.0009862314,0.0009795658,0.003549986,0.000916226,0.002997833,0.002283487,0.001982844,0.03863126],"category_scores_gemma":[0.007005334,0.0004823053,0.0006314697,0.003188983,0.0005641064,0.004156528,0.005032211,0.001435854,0.02561603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001155443,"about_ca_system_score_gemma":0.001618428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002176144,"about_ca_topic_score_gemma":0.001436864,"domain_scores_codex":[0.9986641,0.0002595976,0.0001946528,0.0003787818,0.0003959134,0.0001068983],"domain_scores_gemma":[0.9958946,0.0009592409,0.0003426501,0.001300246,0.0009289996,0.0005744043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001101136,0.0003987251,0.007469547,0.0008815701,0.0002373734,0.0009173192,0.0004881554,0.00468438,0.006639743,0.02124897,0.5060446,0.4498885],"study_design_scores_gemma":[0.0004009228,0.0004175484,0.008247922,0.000334516,0.0002289553,0.001457386,0.0003407406,0.0862423,0.01344016,0.04626083,0.8423952,0.0002335195],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0240869,0.005608544,0.4939409,0.01929116,0.003527073,0.002911011,0.0903037,0.2825074,0.07782333],"genre_scores_gemma":[0.4752722,0.005821509,0.3215925,0.01626995,0.003812976,0.002695702,0.1077386,0.004406858,0.06238982],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03863126,"threshold_uncertainty_score":0.1292344,"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."}}