{"id":"W7148203962","doi":"","title":"Digital twins aren’t just for big businesses","year":2024,"lang":"en","type":"article","venue":"Research Portal (Queen's University Belfast)","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Flowchart; Process (computing); Structuring; Big data; Multivariable calculus; Production (economics)","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":[0.00395404,0.0006602694,0.0005133939,0.0007189716,0.002146905,0.01222364,0.001700514,0.001989054,0.05132329],"category_scores_gemma":[0.01788888,0.0006576618,0.0006582321,0.001341253,0.004613363,0.0200074,0.008373477,0.004201938,0.01612583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002018604,"about_ca_system_score_gemma":0.002847029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002204075,"about_ca_topic_score_gemma":0.003001329,"domain_scores_codex":[0.9973441,0.0007036446,0.0001167972,0.0003492211,0.001236325,0.0002499115],"domain_scores_gemma":[0.9923396,0.001803251,0.0003178971,0.002687562,0.001268564,0.001583053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003290405,0.0001830947,0.002514416,0.0006080957,0.00008277952,0.0002431043,0.002743194,0.00371092,0.002894075,0.516754,0.2002827,0.2696547],"study_design_scores_gemma":[0.00004563712,0.000109266,0.0005887615,0.0002201575,0.00002079496,0.0001623228,0.002191715,0.001933028,0.00162411,0.1590179,0.8340507,0.00003556508],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.04204272,0.005351312,0.271966,0.09954375,0.006754117,0.0004901451,0.001557041,0.006011643,0.5662831],"genre_scores_gemma":[0.4083168,0.007275824,0.2417291,0.0172165,0.001135455,0.000620782,0.002352768,0.004050807,0.3173019],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.05132329,"threshold_uncertainty_score":0.1716935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04180978196352967,"score_gpt":0.2777417192757404,"score_spread":0.2359319373122107,"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."}}