{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008247059,0.0002346143,0.0005077797,0.0003534513,0.00003018201,0.0001137944,0.003764673,0.0001380028,0.0001118924],"category_scores_gemma":[0.00001867702,0.0002258678,0.00006949111,0.0001064651,0.0000334799,0.0004097768,0.005065653,0.0003941325,0.0000891465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001266207,"about_ca_system_score_gemma":0.0001478816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001652247,"about_ca_topic_score_gemma":0.000003689085,"domain_scores_codex":[0.9980198,0.000032223,0.0006226436,0.0006509267,0.0004406033,0.0002338066],"domain_scores_gemma":[0.9975582,0.0001620668,0.0003478728,0.001822816,0.00005604426,0.00005300495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000007444651,0.00003980603,0.0000579281,0.0002694344,0.000150204,0.0001954263,0.001342517,0.00008688461,0.0000316196,0.761784,0.2242516,0.01178317],"study_design_scores_gemma":[0.0001072337,0.00005295193,0.00000649868,0.0002439197,0.00001597621,0.00002130047,0.000005160049,0.7281999,0.000005188121,0.002083152,0.2689535,0.0003051815],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002307758,0.0001489656,0.02551603,0.00007110233,0.004731432,0.0001700688,0.000002150332,0.0001353763,0.9692018],"genre_scores_gemma":[0.0006018645,0.0001110728,0.01466782,0.000104756,0.0007706106,0.000001890294,0.0001923108,0.00005133317,0.9834983],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7597008,"threshold_uncertainty_score":0.9210622,"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."}}