{"id":"W4401951023","doi":"10.1061/jcemd4.coeng-14727","title":"Process Mining, Modeling, and Management in Construction: A Critical Review of Three Decades of Research Coupled with a Current Industry Perspective","year":2024,"lang":"en","type":"review","venue":"Journal of Construction Engineering and Management","topic":"Business Process Modeling and Analysis","field":"Business, Management and Accounting","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Perspective (graphical); Process (computing); Current (fluid); Engineering; Management science; Process management; Computer science; Construction engineering; Engineering ethics; Artificial intelligence","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":[0.001263793,0.0003730115,0.001427072,0.002594658,0.00006070524,0.0001175172,0.0002227021,0.000168412,0.00001015258],"category_scores_gemma":[0.0001133438,0.0002851707,0.0001836157,0.001920411,0.0002647441,0.0004174841,0.0001850573,0.0009192934,5.969666e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008730261,"about_ca_system_score_gemma":0.00009241293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000214442,"about_ca_topic_score_gemma":0.000004065319,"domain_scores_codex":[0.9973325,0.00002317392,0.001258378,0.0003979043,0.0007214351,0.0002666187],"domain_scores_gemma":[0.9980209,0.00005064512,0.0006359528,0.0001892125,0.001064947,0.0000382754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00003131728,0.00008168887,0.000046931,0.6534199,0.0009732831,0.00007430108,0.00004451667,0.002598461,5.527805e-8,0.03965562,0.00005471138,0.3030192],"study_design_scores_gemma":[0.001067996,0.00007562977,0.0000157607,0.8298395,0.01171136,0.0006525185,0.003404613,0.09890845,2.704531e-7,0.00318363,0.05038159,0.0007586735],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007085854,0.9923831,0.005648865,0.0002037915,0.0003035875,0.0004796237,0.000002861788,0.00002435899,0.0002452348],"genre_scores_gemma":[0.003215473,0.9933071,0.003105756,0.000009211181,0.0002564898,0.00005516394,0.000003021403,0.00004046188,0.000007356677],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3022605,"threshold_uncertainty_score":0.9999601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0709662435663759,"score_gpt":0.3719009729439982,"score_spread":0.3009347293776222,"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."}}