{"id":"W4290642619","doi":"10.1007/978-981-287-251-7_38","title":"Real-Time Data Analytics in Internet of Things Systems","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"IoT and Edge/Fog Computing","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Analytics; Computer science; Software deployment; Data analysis; Internet of Things; Data science; Process (computing); Big data; Real-time data; Software analytics; Computer security; Data mining; World Wide Web; Software engineering; Software; Software system; Operating system","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":[0.0002140555,0.0008169829,0.0004619622,0.0008843531,0.0003482827,0.002331989,0.0007172207,0.0008047002,0.0182501],"category_scores_gemma":[0.0005354265,0.0003672004,0.0003934756,0.002112946,0.0005496528,0.003155104,0.0007820909,0.001587369,0.009027516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004225989,"about_ca_system_score_gemma":0.000355019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006711975,"about_ca_topic_score_gemma":0.001045719,"domain_scores_codex":[0.9997653,0.00002049933,0.00001198772,0.00004011775,0.0001486552,0.00001344452],"domain_scores_gemma":[0.9997757,0.0001302766,0.000008532743,0.00002524581,0.00004828926,0.00001193833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003164315,0.00005838963,0.0001253494,0.0007032942,0.00002388933,0.000177475,0.0002392541,0.003874474,0.007050372,0.2235884,0.2416541,0.5224733],"study_design_scores_gemma":[0.0000030976,0.00002429284,0.00024636,0.0002730264,0.00001133721,0.0004589421,0.0000724626,0.01057943,0.002613845,0.08432328,0.9013751,0.0000188862],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002785491,0.1330944,0.3537306,0.004073469,0.01049168,0.0001530958,0.0007576001,0.002310954,0.4926027],"genre_scores_gemma":[0.03000641,0.1123545,0.1222956,0.002375303,0.00359591,0.0001271757,0.00118018,0.0008877752,0.7271771],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0182501,"threshold_uncertainty_score":0.06105268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0558583222231036,"score_gpt":0.2539838689981124,"score_spread":0.1981255467750088,"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."}}