{"id":"W4408119161","doi":"10.1108/ecam-11-2024-1517","title":"Enhancing construction workers’ health and safety: mechanisms for implementing Construction 4.0 technologies in construction organizations","year":2025,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Economic and Technological Systems Analysis","field":"Business, Management and Accounting","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Construction site safety; Business; Construction engineering; Construction industry; Occupational safety and health; Engineering; Engineering management; Medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004458433,0.0003458394,0.0004892116,0.001657465,0.0005295732,0.0002629089,0.0001926404,0.0001495971,0.00003031553],"category_scores_gemma":[0.0001636455,0.0003611479,0.00009636729,0.001773189,0.0002006673,0.0004454673,0.0003062131,0.0002690906,0.000005555583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002770105,"about_ca_system_score_gemma":0.00003286383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000196903,"about_ca_topic_score_gemma":0.0001626069,"domain_scores_codex":[0.9977483,0.00001515167,0.0008991871,0.0006406662,0.0001400926,0.0005566389],"domain_scores_gemma":[0.9991179,0.00006907927,0.0004106326,0.0002734112,0.0001052167,0.00002378391],"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":[0.00003239091,0.00001193949,0.01608295,0.0006264019,0.0001792613,0.000001444066,0.00003389406,0.002038649,0.0003626868,0.7146819,0.00002814767,0.2659204],"study_design_scores_gemma":[0.0150674,0.0002542992,0.02795682,0.005424589,0.001235929,0.0006523848,0.146728,0.1325743,0.004783996,0.555591,0.1046313,0.005099977],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.187392,0.0002198784,0.8037375,0.003337957,0.001351863,0.001532502,0.000009455371,0.001363149,0.001055771],"genre_scores_gemma":[0.7979621,0.00008253039,0.2013215,0.0001415804,0.0001313532,0.0002012623,0.00006832196,0.00003361362,0.00005770112],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6105702,"threshold_uncertainty_score":0.9998841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004505919126639348,"score_gpt":0.1932083672691746,"score_spread":0.1887024481425353,"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."}}