{"id":"W4224434769","doi":"10.18280/ijsdp.170228","title":"Monitoring the Construction Industry Towards a Construction Revolution 4.0","year":2022,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"BIM and Construction Integration","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dashboard; Key (lock); Productivity; Industry 4.0; Construction industry; Construction management; Engineering; Process management; Business; Environmental economics; Computer science; Construction engineering; Data science; Civil engineering; Computer security","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005798465,0.0004813899,0.0002330181,0.00353261,0.001606197,0.007710587,0.00076298,0.001461619,0.004620617],"category_scores_gemma":[0.007719184,0.0002902328,0.0003260744,0.004969615,0.003246814,0.007648128,0.00406343,0.001958137,0.001209128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004139453,"about_ca_system_score_gemma":0.005739611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004279112,"about_ca_topic_score_gemma":0.004666841,"domain_scores_codex":[0.9937364,0.002235065,0.0002452887,0.0003937241,0.002966014,0.0004233604],"domain_scores_gemma":[0.9941742,0.00176141,0.001016859,0.0004273853,0.002273035,0.0003472348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001341414,0.0003535177,0.02660625,0.002461843,0.00004520653,0.0005775035,0.04007267,0.002931067,0.01355235,0.2453936,0.0452989,0.622573],"study_design_scores_gemma":[0.00001547462,0.0003077064,0.05729298,0.002247726,0.00005927686,0.0004248244,0.04991406,0.003710577,0.007445721,0.0370913,0.8413814,0.0001090694],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.366439,0.01143291,0.08246097,0.05558443,0.0008488832,0.0006824264,0.0009457545,0.002221568,0.4793841],"genre_scores_gemma":[0.8859242,0.01223149,0.06462071,0.00432428,0.0002579729,0.0003584695,0.0007214911,0.0002750789,0.03128624],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007710587,"threshold_uncertainty_score":0.03066558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01154774159960614,"score_gpt":0.2289860108799724,"score_spread":0.2174382692803663,"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."}}