{"id":"W4403270709","doi":"10.1016/j.sftr.2024.100335","title":"Impact of the metaverse on sustainability in the construction industry","year":2024,"lang":"en","type":"article","venue":"Sustainable Futures","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cégep de Chicoutimi; Université du Québec à Chicoutimi","funders":"Fonds de Recherche du Québec-Société et Culture; Canada Research Chairs","keywords":"Sustainability; Metaverse; Business; Computer science; Ecology; Human–computer interaction","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":[0.0172922,0.0007068794,0.0009522398,0.02118252,0.002715918,0.02411532,0.001257877,0.002435845,0.01512374],"category_scores_gemma":[0.04167697,0.000450672,0.001420653,0.0226,0.00540641,0.02649859,0.01291713,0.001720818,0.002327378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003140445,"about_ca_system_score_gemma":0.009093455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001076087,"about_ca_topic_score_gemma":0.001834659,"domain_scores_codex":[0.9855778,0.00874074,0.001000069,0.0007157785,0.003489562,0.0004761335],"domain_scores_gemma":[0.9290267,0.05062742,0.004497254,0.00730512,0.006993726,0.001549663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002648242,0.0001493225,0.01507474,0.01912565,0.0006747481,0.0007038795,0.02482218,0.002125425,0.002940467,0.3235138,0.0114971,0.5991079],"study_design_scores_gemma":[0.00004543367,0.000245076,0.01082902,0.04501062,0.001217801,0.00164758,0.03375485,0.001927713,0.006682273,0.1719179,0.7265878,0.0001338626],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1783868,0.2369631,0.06792271,0.03883251,0.003149731,0.0003177581,0.001753863,0.001281532,0.4713919],"genre_scores_gemma":[0.8244125,0.1146835,0.03976319,0.003693442,0.001259449,0.0002947023,0.001152932,0.0006028047,0.01413755],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02411532,"threshold_uncertainty_score":0.09145099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006230872430490397,"score_gpt":0.2529869557873736,"score_spread":0.2467560833568832,"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."}}