{"id":"W2486476624","doi":"10.1016/j.future.2016.06.025","title":"Special Issue: Emerging, Ambient and Ubiquitous Systems 2015","year":2016,"lang":"en","type":"article","venue":"Future Generation Computer Systems","topic":"IoT and Edge/Fog Computing","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Acadia University","funders":"Vlaamse regering","keywords":"Computer science; Field (mathematics); Data science; Work (physics); Ubiquitous computing; Human–computer interaction","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":[0.0005646205,0.0003261805,0.0003785372,0.0002003931,0.000375843,0.001010751,0.0006480613,0.0001703377,0.000004534193],"category_scores_gemma":[0.000006721064,0.0002332643,0.00007428544,0.0002806458,0.00002768502,0.0006001999,0.0003771172,0.0001185743,0.000196008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001116521,"about_ca_system_score_gemma":0.00006898902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003310026,"about_ca_topic_score_gemma":0.000005858717,"domain_scores_codex":[0.9973446,0.0002678587,0.0005954398,0.0007857138,0.0005147029,0.0004917035],"domain_scores_gemma":[0.9985229,0.00005296745,0.0002555393,0.0006903281,0.0002604556,0.0002177632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002246677,0.00001982866,0.000102909,0.00003924876,0.00002661638,0.0000178368,0.0008369823,0.0003029468,0.0006100797,0.003857273,0.9525921,0.04159192],"study_design_scores_gemma":[0.0004127587,0.00009957915,0.0001479129,0.00008564055,0.000005972537,0.0001065147,0.00001875998,0.1405159,0.0001751204,0.000003673608,0.8581081,0.000320063],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"editorial","genre_scores_codex":[0.002731254,0.001236287,0.5566935,0.001592328,0.4368576,0.000297994,0.000001426998,0.0002307124,0.0003589317],"genre_scores_gemma":[0.005634193,0.00007165815,0.006258888,0.0002132572,0.9858609,0.00003127183,0.000009256231,0.00002782684,0.001892704],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5504346,"threshold_uncertainty_score":0.9746692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01300121796236916,"score_gpt":0.2305150027924332,"score_spread":0.217513784830064,"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."}}