{"id":"W4399801035","doi":"10.1109/ichms59971.2024.10555610","title":"Mixed Reality IoT Smart Environments with Large Language Model Agents","year":2024,"lang":"en","type":"article","venue":"","topic":"Robotics and Automated Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario College of Art and Design","funders":"Canada Research Chairs","keywords":"Computer science; Mixed reality; Human–computer interaction; Internet of Things; Augmented reality; Computer security","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00009407823,0.00011014,0.0001030059,0.00003369972,0.0000231885,0.00005006997,0.00006786324,0.00004821353,0.00008819042],"category_scores_gemma":[0.000001021099,0.00008244529,0.00002876963,0.00006606676,0.000006519095,0.00004079893,0.00001825204,0.00007834034,0.0002358244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004755078,"about_ca_system_score_gemma":0.000005107329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002657711,"about_ca_topic_score_gemma":0.00002777128,"domain_scores_codex":[0.9993923,0.000009203217,0.0001216207,0.0001384131,0.0001394338,0.000199076],"domain_scores_gemma":[0.9997376,0.000006996481,0.000005857677,0.0001916985,0.000001822797,0.00005598579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000259983,0.00004332134,0.0002604768,0.0002756881,0.0001886877,0.0001277317,0.0009450016,0.9635236,0.009605583,0.002469742,0.02147526,0.00108232],"study_design_scores_gemma":[0.0001151527,0.000007063344,0.000449239,0.00004295438,0.00001149585,0.000003966091,0.00007513027,0.9921892,0.001624256,0.00001993285,0.005342114,0.0001194783],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5279002,0.0006944371,0.4057102,0.000093601,0.0006200216,0.0002994441,0.0001055093,0.001745795,0.06283083],"genre_scores_gemma":[0.9930622,0.00001376302,0.0009028061,0.00002399698,0.00002822798,0.000009090467,0.0000249659,0.00003710998,0.005897817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4651621,"threshold_uncertainty_score":0.3362021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01939706180326574,"score_gpt":0.2267828918030744,"score_spread":0.2073858299998086,"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."}}