{"id":"W2572592181","doi":"10.1109/mass.2016.048","title":"A Review on Big Data Analysis and Internet of Things","year":2016,"lang":"en","type":"review","venue":"","topic":"IoT and Edge/Fog Computing","field":"Computer Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Computer science; Internet of Things; Big data; The Internet; Task (project management); Data transmission; World Wide Web; Data science; Computer security; Computer network; Engineering; Data mining; Systems engineering","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":[0.0009939172,0.0002613141,0.00171517,0.0003605558,0.00002274686,0.00007424918,0.002878747,0.00008868069,0.0000084391],"category_scores_gemma":[0.0001114654,0.0001426629,0.0002955429,0.001049096,0.00003133907,0.0002071856,0.002633535,0.0001565883,0.00007054591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001913558,"about_ca_system_score_gemma":0.0000874477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004865967,"about_ca_topic_score_gemma":9.08639e-7,"domain_scores_codex":[0.9981163,0.0001447156,0.0006150975,0.0007452458,0.0001901944,0.0001885043],"domain_scores_gemma":[0.9969505,0.0003335505,0.0004553443,0.002150892,0.0000436578,0.00006602165],"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":[8.097727e-8,0.000006672487,8.664996e-7,0.01410558,0.0002652163,0.000001727084,0.00001549366,6.291508e-10,4.211036e-9,0.0002129237,0.02116056,0.9642309],"study_design_scores_gemma":[0.00002010466,0.00001803157,5.006692e-7,0.08175033,0.0007992579,0.000007814264,8.084919e-8,0.0004053739,1.25898e-7,0.00003662711,0.9167984,0.0001633895],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[1.349984e-8,0.7944162,0.2018388,0.0000642673,0.001178076,0.0001500852,9.151271e-7,0.00003912754,0.002312551],"genre_scores_gemma":[7.725254e-8,0.9925027,0.005854124,0.0004616942,0.0004000525,0.000002762608,0.0000250448,0.000008799294,0.0007447164],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9640675,"threshold_uncertainty_score":0.5817623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1666109410195573,"score_gpt":0.3637984569662074,"score_spread":0.1971875159466501,"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."}}