{"id":"W7116910149","doi":"10.1007/s12008-025-02460-x","title":"Introducing Digital Twins to improve the resilience of System of Systems - a Systematic Literature Review","year":2025,"lang":"en","type":"article","venue":"International Journal on Interactive Design and Manufacturing (IJIDeM)","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Novelty; Systematic review; Resilience (materials science); Robustness (evolution); Adaptation (eye); Psychological resilience","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":[0.01092676,0.00110501,0.003055651,0.009413438,0.0007328877,0.003977743,0.001764822,0.001548859,0.004529533],"category_scores_gemma":[0.04643722,0.0006571383,0.003557379,0.007167629,0.001434943,0.005702046,0.002280437,0.001414553,0.0002831238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002442857,"about_ca_system_score_gemma":0.01214121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004141491,"about_ca_topic_score_gemma":0.01309565,"domain_scores_codex":[0.9941142,0.002525395,0.001389837,0.0005219321,0.001250984,0.0001976952],"domain_scores_gemma":[0.9486111,0.04455586,0.003078912,0.001132187,0.002270711,0.0003512015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003049355,0.0002113986,0.005321071,0.526275,0.004171166,0.000330082,0.00281334,0.001472257,0.0005942956,0.0117302,0.002112465,0.4446637],"study_design_scores_gemma":[0.000271387,0.001351815,0.01591407,0.7930766,0.03774693,0.001168847,0.009428059,0.00206127,0.001828634,0.0158709,0.1210742,0.0002071927],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00988059,0.9833711,0.003254841,0.000785386,0.0001944284,0.0005938041,0.0002523164,0.00002799348,0.001639503],"genre_scores_gemma":[0.1360399,0.8499444,0.01161794,0.0008557136,0.0001125171,0.0007203151,0.0003018592,0.00002197714,0.0003853953],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01092676,"threshold_uncertainty_score":0.05778688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008535490417025641,"score_gpt":0.2494360500614934,"score_spread":0.2409005596444677,"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."}}