{"id":"W3124127659","doi":"10.1109/mic.2021.3051902","title":"The Forging of Autonomic and Cooperating Digital Twins","year":2021,"lang":"en","type":"article","venue":"IEEE Internet Computing","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada; International Business Machines Corporation","keywords":"Autonomy; Computer science; Convergence (economics); Realization (probability); Forging; Metaverse; Virtual reality; Knowledge management; Human–computer interaction; Engineering; Mechanical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002306199,0.0002459818,0.0003393909,0.00067341,0.001564966,0.002880079,0.001019066,0.0009936814,0.001945574],"category_scores_gemma":[0.0035539,0.0002775511,0.000286217,0.0004949435,0.002080187,0.00555595,0.005280074,0.001405082,0.0006694723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006175808,"about_ca_system_score_gemma":0.00102444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004734399,"about_ca_topic_score_gemma":0.0005582995,"domain_scores_codex":[0.9988878,0.0003097487,0.00006351902,0.0002110137,0.0003629337,0.0001650094],"domain_scores_gemma":[0.9983296,0.0002873247,0.0001758356,0.0006012032,0.0002876158,0.0003184591],"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":[0.0001024759,0.00008402761,0.002203866,0.00008128298,0.00003550648,0.0004950786,0.001666398,0.006670628,0.01364978,0.8435184,0.004024625,0.127468],"study_design_scores_gemma":[0.00005240168,0.0004929229,0.002705453,0.0002138353,0.00007950427,0.001524745,0.003090311,0.1073547,0.02791866,0.529878,0.326588,0.0001014419],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1797068,0.001241057,0.6932895,0.002551182,0.0006953111,0.0002055922,0.00007263448,0.0007871953,0.1214508],"genre_scores_gemma":[0.8561083,0.0008432564,0.1260913,0.0005758375,0.000166907,0.0001266064,0.00009149049,0.0001113273,0.01588504],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002880079,"threshold_uncertainty_score":0.01219648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01147917239624429,"score_gpt":0.2139529728797983,"score_spread":0.202473800483554,"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."}}