{"id":"W3170832576","doi":"10.2139/ssrn.3640136","title":"The Next Generation Internet of Things Architecture Towards Distributed Intelligence: Reviews, Applications, and Research Challenges","year":2020,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"IoT and Edge/Fog Computing","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science; Internet of Things; Architecture; Data science; The Internet; World Wide Web; Geography","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":[0.004175406,0.0001041868,0.0001534663,0.0000565434,0.0003590556,0.0002445881,0.0009829205,0.00004938843,5.369419e-7],"category_scores_gemma":[0.0002049633,0.00006900131,0.00005687902,0.000368582,0.00008617129,0.0002347419,0.0002994455,0.001647712,0.000006900554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001369501,"about_ca_system_score_gemma":0.0005154581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001402866,"about_ca_topic_score_gemma":0.00001041958,"domain_scores_codex":[0.9978877,0.0003078415,0.0003429011,0.0002454955,0.0003218859,0.0008941236],"domain_scores_gemma":[0.9992338,0.0001246212,0.0001599954,0.0002161041,0.0001782866,0.00008715237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005344696,0.000009007795,0.000006409022,0.00001771395,0.00001954805,3.648319e-7,0.002808886,0.000006566146,0.0003159306,0.09085855,0.0005387427,0.9054129],"study_design_scores_gemma":[0.0002596068,0.0009991861,0.00008070009,0.0001315347,0.00002083748,0.0003907157,0.001907194,0.1165194,0.003116155,0.4925697,0.383636,0.0003689781],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002045178,0.09064089,0.888739,0.0179542,0.0002544051,0.0002195444,9.008814e-8,0.00002265924,0.0001240033],"genre_scores_gemma":[0.7490903,0.2401106,0.006433656,0.0003403556,0.003845101,0.00003533224,0.000006368167,0.0000199537,0.0001183432],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.905044,"threshold_uncertainty_score":0.715858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1073662798494244,"score_gpt":0.3284689224693045,"score_spread":0.2211026426198802,"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."}}