{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002835466,0.0004704395,0.0002597254,0.001635408,0.003947814,0.006543402,0.001241655,0.00352084,0.006621287],"category_scores_gemma":[0.006063103,0.0002982176,0.0007031192,0.001599624,0.009140681,0.01280455,0.008202285,0.002876561,0.001025122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004092572,"about_ca_system_score_gemma":0.002559324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003264089,"about_ca_topic_score_gemma":0.003849921,"domain_scores_codex":[0.9973564,0.00125443,0.0001641774,0.0002743764,0.000649318,0.000301387],"domain_scores_gemma":[0.9972069,0.0009425853,0.0002598841,0.0008041009,0.0004448492,0.0003417901],"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":[0.00001149168,0.00001904825,0.00116993,0.00005787658,0.000003894455,0.0004552389,0.00271903,0.001806238,0.0005846241,0.9729234,0.001116637,0.01913262],"study_design_scores_gemma":[0.00001016962,0.00005895694,0.001253214,0.0002495371,0.00001772198,0.001972649,0.00762969,0.01830374,0.001993563,0.7222041,0.2462623,0.00004428035],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.105088,0.001722165,0.422962,0.0137805,0.0003530092,0.0003698517,0.0001401554,0.0005297977,0.4550545],"genre_scores_gemma":[0.8593454,0.001254236,0.1099255,0.0009360574,0.00004980885,0.0002556292,0.0001497412,0.0001774067,0.02790619],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006621287,"threshold_uncertainty_score":0.02969384,"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."}}