{"id":"W3165033857","doi":"10.1109/mim.2021.9436090","title":"The Potential of Digital Twins","year":2021,"lang":"en","type":"article","venue":"IEEE Instrumentation & Measurement Magazine","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Mandate; Twin cities; Quality (philosophy); Electrification; Politics; Face (sociological concept); Business; Telecommunications; Engineering; Computer science; Political science; Geography; Electrical engineering; Sociology","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":[0.002251179,0.0004175697,0.0003633408,0.001155356,0.00403836,0.007995491,0.00129462,0.003200599,0.03714948],"category_scores_gemma":[0.00653898,0.0002568063,0.000443021,0.001142348,0.004430565,0.02029008,0.009951144,0.004019707,0.006473329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001676742,"about_ca_system_score_gemma":0.0020798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009978371,"about_ca_topic_score_gemma":0.001785063,"domain_scores_codex":[0.9985709,0.0004601041,0.00003577744,0.0002007846,0.0004933871,0.0002389346],"domain_scores_gemma":[0.9972717,0.0008621752,0.0001586631,0.0003914218,0.0005050199,0.0008109883],"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":[0.00006094863,0.00003582945,0.0006761384,0.00009716019,0.00000565429,0.0002974735,0.0009922491,0.0001919941,0.000486412,0.9025874,0.03998657,0.05458219],"study_design_scores_gemma":[0.00001418281,0.00005360942,0.0004461535,0.0002466202,0.000009861055,0.0008863595,0.002068138,0.0008305386,0.0008403484,0.2849503,0.7096279,0.00002599589],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04890183,0.01784967,0.02970731,0.08954475,0.005530435,0.0001100485,0.0005063282,0.000489454,0.8073602],"genre_scores_gemma":[0.6951042,0.03095749,0.03054721,0.03194141,0.005351785,0.0003166529,0.0007928529,0.0007142412,0.2042743],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03714948,"threshold_uncertainty_score":0.1242774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02743740420209147,"score_gpt":0.2271449641039897,"score_spread":0.1997075599018983,"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."}}