{"id":"W4403935726","doi":"10.1145/3652620.3688343","title":"Digital Twin Evolution for Sustainable Smart Ecosystems","year":2024,"lang":"en","type":"article","venue":"","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Ecosystem; Computer science; Digital ecosystem; Environmental science; Ecology; Distributed computing; Biology","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":[0.00006451514,0.00008344628,0.00006489622,0.00009230112,0.00002554959,0.0005087056,0.00006029675,0.00006660855,0.00006817297],"category_scores_gemma":[0.00001219602,0.00007967201,0.00005395541,0.0001638203,0.000007473066,0.001561111,0.000006259103,0.00006488672,0.0002699025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001844301,"about_ca_system_score_gemma":0.00002302519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003664356,"about_ca_topic_score_gemma":0.000002567119,"domain_scores_codex":[0.9994588,0.000001252416,0.0001603675,0.00008239556,0.00007824448,0.0002189326],"domain_scores_gemma":[0.9997901,0.0000434918,0.000003357551,0.00008090462,0.00003826903,0.00004383219],"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":[0.000006470203,0.00002155251,0.0003031451,0.003674725,0.000124465,0.0000230233,0.0001940569,0.01865656,0.0001021312,0.6650798,0.2983096,0.01350445],"study_design_scores_gemma":[0.000135482,0.00002517701,0.000027225,0.00006635483,0.000006648545,0.00001947144,0.001160287,0.181031,0.0007653593,0.00396131,0.8126127,0.0001889855],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007304937,0.0001947628,0.200209,0.00005365054,0.0005457093,0.0003019497,0.0000436529,0.001398447,0.7899479],"genre_scores_gemma":[0.967666,0.000001195829,0.00007336823,0.000004545066,0.000108197,0.00008176288,0.00003830501,0.00002742637,0.03199915],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9603611,"threshold_uncertainty_score":0.490546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008670970209349416,"score_gpt":0.2071645169317213,"score_spread":0.1984935467223719,"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."}}