{"id":"W3135358268","doi":"10.1109/access.2021.3064826","title":"ANN Assisted-IoT Enabled COVID-19 Patient Monitoring","year":2021,"lang":"en","type":"article","venue":"IEEE Access","topic":"COVID-19 diagnosis using AI","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Montréal","funders":"King Saud University; Deanship of Scientific Research, King Saud University; Tomsk Polytechnic University","keywords":"Artificial neural network; Decision tree; Fuzzy logic; Process (computing); Identification (biology); Bayesian network; Naive Bayes classifier; Random tree; Scheme (mathematics)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001910378,0.0002201678,0.0003918004,0.0001678587,0.0001904908,0.0001948503,0.0002557228,0.0001411614,0.0003496089],"category_scores_gemma":[0.001437975,0.0002170293,0.0001445536,0.0007015842,0.00005099531,0.0001839772,0.000176578,0.0002856322,0.00008471197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006827766,"about_ca_system_score_gemma":0.001084848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005697784,"about_ca_topic_score_gemma":0.00004501021,"domain_scores_codex":[0.9979882,0.0001023666,0.0003759885,0.0005670309,0.0005447174,0.0004217275],"domain_scores_gemma":[0.9978236,0.0004991894,0.000133295,0.0007379039,0.0002951541,0.0005108559],"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":[0.0004243999,0.00246102,0.5197451,0.002206375,0.0005402858,0.009245611,0.002546741,0.004223833,0.07660884,0.00004646779,0.3199521,0.06199919],"study_design_scores_gemma":[0.003303517,0.0002044688,0.08417507,0.0006613444,0.0003195434,0.0002409606,0.0002895235,0.0003232041,0.3542899,0.0001480469,0.5554841,0.0005603395],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.958522,0.000933237,0.0007791031,0.0353372,0.002841908,0.0004125825,0.00001661407,0.0003880557,0.0007693177],"genre_scores_gemma":[0.9620055,0.0001002324,0.0005469894,0.03581611,0.0008434142,0.00008575487,0.00001817875,0.00005078925,0.0005330446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.43557,"threshold_uncertainty_score":0.8850198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1034475579827082,"score_gpt":0.4089893371392669,"score_spread":0.3055417791565587,"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."}}