{"id":"W2059635006","doi":"10.1109/grc.2009.5255136","title":"Ubiquitous/pervasive intelligence: Visions and challenges","year":2009,"lang":"en","type":"article","venue":"","topic":"IoT and Edge/Fog Computing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Ubiquitous computing; Smart environment; Ambient intelligence; Computer science; Context-aware pervasive systems; Vision; SAFER; Human–computer interaction; Realm; Computational intelligence; Smart objects; Computer security; Data science; World Wide Web; Internet of Things; Artificial intelligence","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":[0.0060626,0.0009543566,0.001095256,0.002458232,0.002208658,0.01092873,0.00212612,0.00663003,0.002774743],"category_scores_gemma":[0.00545338,0.0008099377,0.0005205584,0.003044003,0.01446497,0.02661521,0.006263857,0.01003686,0.001307133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002403699,"about_ca_system_score_gemma":0.002712117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001858079,"about_ca_topic_score_gemma":0.001850438,"domain_scores_codex":[0.9974057,0.0009568379,0.000152865,0.0003370838,0.0009125371,0.0002348363],"domain_scores_gemma":[0.9949746,0.002780971,0.0001938726,0.0003890405,0.0008940814,0.0007674267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004198567,0.00006781248,0.0006179183,0.0009843627,0.00001800128,0.00015402,0.001257848,0.001024117,0.0004087105,0.76788,0.04328845,0.1842566],"study_design_scores_gemma":[0.00001100403,0.0000516978,0.0004044699,0.001077533,0.000009977977,0.0005097829,0.00269651,0.003449708,0.000175896,0.6440772,0.3474826,0.00005371733],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.004594626,0.6360503,0.03857272,0.2444276,0.005810835,0.000061481,0.0001087383,0.0002931461,0.07008044],"genre_scores_gemma":[0.1601346,0.7081173,0.0629189,0.03436291,0.01759247,0.0002457382,0.000226464,0.0001595073,0.01624216],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01092873,"threshold_uncertainty_score":0.03206247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04712496746725742,"score_gpt":0.2686634171073052,"score_spread":0.2215384496400478,"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."}}