{"id":"W4391841466","doi":"10.1080/21681015.2024.2315942","title":"Adopting construction 4.0 to promote sustainability in the Mekong Delta of Vietnam: a fuzzy delphi study","year":2024,"lang":"en","type":"article","venue":"Journal of Industrial and Production Engineering","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"","keywords":"Sustainability; Context (archaeology); Business; Delphi method; Knowledge management; Process (computing); Delphi; Process management; Critical success factor; Analytic hierarchy process; Mekong delta; Computer science; Operations research; Engineering; Geography","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":[0.007636267,0.00009881454,0.0002207365,0.0007722286,0.00006670466,0.000181964,0.0002078148,0.00004673109,0.00001296823],"category_scores_gemma":[0.002984371,0.0000621957,0.0000599718,0.001844776,0.00003303355,0.0005910025,0.00005321024,0.0003948963,7.370084e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005800622,"about_ca_system_score_gemma":0.0001023005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001694178,"about_ca_topic_score_gemma":0.000009364489,"domain_scores_codex":[0.9980512,0.0001181361,0.0008867967,0.0002029968,0.0006155482,0.000125324],"domain_scores_gemma":[0.9990415,0.0001693839,0.0002106371,0.0001659953,0.0003724961,0.0000399966],"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":[0.0001767567,0.00006727343,0.02434591,0.00005508487,0.00005348606,0.00001671252,0.00738112,0.03256658,0.0002495001,0.0005858342,0.0005981722,0.9339036],"study_design_scores_gemma":[0.00794881,0.007840565,0.1168535,0.003053471,0.0007916548,0.005392676,0.3821597,0.04231913,0.00364797,0.01409525,0.4137734,0.002123903],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920161,0.000146119,0.001415226,0.003669076,0.00222052,0.0004851265,0.000001006194,0.0000118877,0.00003492024],"genre_scores_gemma":[0.9983892,0.00001644424,0.0008131345,0.000005290292,0.0007377689,0.000006042806,1.441335e-7,0.000004674359,0.00002724418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9317797,"threshold_uncertainty_score":0.3572787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08061985205386069,"score_gpt":0.3436185682717553,"score_spread":0.2629987162178946,"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."}}