{"id":"W4386501376","doi":"10.1145/3594556.3594611","title":"Digital Twins and Blockchain for IoT Management","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science; Computer security; Blockchain; Data access; Cloud computing; Access control; Access management; Transparency (behavior); Smart contract; Personalization; Data security; Internet privacy; World Wide Web; Computer network; Database; Encryption","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":[0.0001886551,0.0001771587,0.0001868672,0.0001904504,0.0001142096,0.0002380426,0.001087892,0.0002496258,0.000002500546],"category_scores_gemma":[0.00001623526,0.0001694872,0.00007343706,0.0001721469,0.00006741734,0.00001755223,0.003757013,0.0002224943,0.00002442375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000229268,"about_ca_system_score_gemma":0.00003005981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007326177,"about_ca_topic_score_gemma":0.0000130098,"domain_scores_codex":[0.9987174,0.000005835841,0.0002000789,0.000734812,0.0001083144,0.0002335755],"domain_scores_gemma":[0.998732,0.0000703469,0.00006961518,0.001014723,0.00004196673,0.0000714057],"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":[8.577967e-7,0.00004115789,0.00005107287,0.00009710941,0.00005551445,0.000004013153,0.00006564077,0.0000577566,0.000001378167,0.8842826,0.004059512,0.1112834],"study_design_scores_gemma":[0.0002234194,0.00003063382,0.0003688949,0.00002933158,0.00001467467,0.000004783406,0.00005069141,0.1862787,0.00008676276,0.7777975,0.03479402,0.0003206648],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004510473,0.00009789449,0.9767185,0.01101403,0.0002517498,0.001095419,0.00004750342,0.001485932,0.004778469],"genre_scores_gemma":[0.4932083,0.0001263728,0.4802084,0.0007007463,0.0001310612,0.002511885,0.00004766064,0.00005264195,0.02301292],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4965102,"threshold_uncertainty_score":0.6911489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02275347077310499,"score_gpt":0.2590790929005389,"score_spread":0.2363256221274339,"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."}}