{"id":"W4308160908","doi":"10.1002/sd.2428","title":"The influence of industrial attitudes and behaviours in adopting sustainable construction practices","year":2022,"lang":"en","type":"article","venue":"Sustainable Development","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University","funders":"King Saud University","keywords":"Business; Sustainable development; Moderation; Sustainability; Construction industry; Developing country; Construction management; Environmental resource management; Engineering; Construction engineering; Economic growth; Civil engineering; Political science; Computer science; Economics","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":[0.001686308,0.000176892,0.0001920168,0.0002752493,0.0007768113,0.0001222248,0.0002400516,0.00005518362,0.00001520643],"category_scores_gemma":[0.0003104609,0.0001696762,0.00002094181,0.0007054328,0.0000998493,0.0003718324,0.0003616179,0.0004020713,2.701312e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001131595,"about_ca_system_score_gemma":0.0006678476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000389209,"about_ca_topic_score_gemma":0.00001871268,"domain_scores_codex":[0.9981629,0.0001167234,0.0004412513,0.0002236665,0.0003604211,0.0006950795],"domain_scores_gemma":[0.9991322,0.0002204464,0.0002286827,0.0001749326,0.0001817988,0.00006201262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003809867,0.0002826851,0.2946579,0.001738631,0.0002123687,0.001520264,0.008740815,0.5233132,0.0003290203,0.1034634,0.001123174,0.06423753],"study_design_scores_gemma":[0.003033786,0.0003083377,0.2368952,0.0001543368,0.00006077401,0.0001714319,0.5458139,0.002149314,0.002595153,0.001828451,0.2057736,0.001215695],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977028,0.0009924772,0.00008338279,0.000100734,0.00009089184,0.0006180541,9.277728e-7,0.00007774774,0.0003330207],"genre_scores_gemma":[0.9973836,0.0001182978,0.001317314,0.00001043881,0.00001760784,0.0003227187,0.000004832863,0.00002422749,0.0008009676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.537073,"threshold_uncertainty_score":0.6919196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01391157742104167,"score_gpt":0.2510932796145171,"score_spread":0.2371817021934754,"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."}}