{"id":"W4313259820","doi":"10.3390/su15010201","title":"Health and Safety Improvement through Industrial Revolution 4.0: Malaysian Construction Industry Case","year":2022,"lang":"en","type":"article","venue":"Sustainability","topic":"BIM and Construction Integration","field":"Engineering","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"Yayasan UTP; Universiti Teknologi Petronas","keywords":"Analytic hierarchy process; Engineering; Process (computing); Construction engineering; Building information modeling; Risk analysis (engineering); Occupational safety and health; Construction industry; Industry 4.0; Automation; Engineering management; Construction site safety; Transport engineering; Computer science; Operations management; Operations research; Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001212426,0.0003525798,0.0001569309,0.001003324,0.001866176,0.001125224,0.0009343348,0.001631204,0.003543834],"category_scores_gemma":[0.0009237042,0.0002178059,0.0003957053,0.00100771,0.001235197,0.0006643485,0.001582466,0.0007076558,0.0003347614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00398262,"about_ca_system_score_gemma":0.003333672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03808374,"about_ca_topic_score_gemma":0.04944809,"domain_scores_codex":[0.9990952,0.0003803356,0.00003760858,0.0000444613,0.0001473821,0.000295095],"domain_scores_gemma":[0.9992655,0.0002247567,0.0001074393,0.00004354457,0.0001158359,0.0002429742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.001736117,0.008881622,0.4009162,0.001341523,0.0001710491,0.1530266,0.04141804,0.1188171,0.009051415,0.07571658,0.01533439,0.1735894],"study_design_scores_gemma":[0.000545167,0.004977431,0.3485159,0.001004076,0.0002675702,0.03902661,0.2588394,0.2122879,0.01519976,0.016306,0.1027454,0.0002847843],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819334,0.0001480782,0.001545058,0.001030837,0.00001097644,0.0001450879,0.0001152899,0.00001442981,0.01505691],"genre_scores_gemma":[0.9942951,0.0002189142,0.001381423,0.0000532396,0.000004517716,0.00004102679,0.00005393317,0.000002104561,0.003949767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03808374,"threshold_uncertainty_score":0.07572412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01020207399380922,"score_gpt":0.2381080489969394,"score_spread":0.2279059750031302,"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."}}