{"id":"W4405601383","doi":"10.1109/synergymed62435.2024.10799360","title":"Operational Digital Twinning: A Pathway to Flexible Building Autonomy","year":2024,"lang":"en","type":"article","venue":"","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Collège Shawinigan; Concordia University","funders":"Hydro-Québec","keywords":"Autonomy; Crystal twinning; Computer science; Political science; Law; Materials science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001482217,0.0003817364,0.0002738036,0.0005650928,0.0005793198,0.003332313,0.001289133,0.0006514551,0.003009269],"category_scores_gemma":[0.00270211,0.0002347443,0.0003155142,0.0005622716,0.002564663,0.005746968,0.007960681,0.001516156,0.0004268167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000556202,"about_ca_system_score_gemma":0.0009992784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007411079,"about_ca_topic_score_gemma":0.0009037193,"domain_scores_codex":[0.9990953,0.0002858894,0.00004601212,0.0001331989,0.0003083081,0.0001312878],"domain_scores_gemma":[0.9984591,0.0003817192,0.000109547,0.0006084532,0.0001904405,0.0002507735],"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":[0.0002384313,0.0001484573,0.003408209,0.0002252339,0.00003255912,0.0003942263,0.003218281,0.03014091,0.02273801,0.55876,0.003506042,0.3771895],"study_design_scores_gemma":[0.00005348235,0.0007786145,0.004631625,0.0002950917,0.00005325987,0.001316832,0.004501437,0.1478889,0.03204684,0.5264551,0.2818421,0.000136586],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09619089,0.0007009457,0.8359128,0.001567404,0.0001872542,0.000113491,0.00009280493,0.0009481127,0.0642864],"genre_scores_gemma":[0.8681116,0.0006395844,0.1247582,0.0002212067,0.00006531218,0.00007016516,0.0001107691,0.0001416713,0.005881531],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003332313,"threshold_uncertainty_score":0.01006699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0162216430250886,"score_gpt":0.2381215704675962,"score_spread":0.2218999274425076,"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."}}