{"id":"W2731223921","doi":"10.19255/jmpm263","title":"Audit as a tool for project maturity certification in heavy civil construction","year":2017,"lang":"en","type":"article","venue":"","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Certification; Audit; Maturity (psychological); Process management; Business; Productivity; Project management; Engineering management; Operations management; Accounting; Engineering; Management; Systems engineering; 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":[0.001938401,0.0001087313,0.0001762274,0.0003693296,0.0005413973,0.0008725548,0.000608036,0.00007193301,0.0006230057],"category_scores_gemma":[0.001691859,0.00008465959,0.00008184581,0.0002680097,0.000162557,0.001196373,0.0001192737,0.00009189526,0.0002198576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004359441,"about_ca_system_score_gemma":0.0001184632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003112491,"about_ca_topic_score_gemma":0.00125749,"domain_scores_codex":[0.9983212,0.00004905334,0.0004982934,0.0004446054,0.0004841083,0.0002027083],"domain_scores_gemma":[0.998329,0.0001926388,0.0003634867,0.0008751837,0.000214291,0.00002538425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003684284,0.00005698941,0.1236706,0.00003041037,0.00001361326,0.000001291205,0.0003511703,0.000009808196,0.0002711248,0.07556987,0.03364563,0.7660111],"study_design_scores_gemma":[0.00203455,0.0001447654,0.2656148,0.00004564973,0.0000182465,0.00003857246,0.001371853,0.0168859,0.003875484,0.1479048,0.5615577,0.0005075823],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.869644,0.00001693513,0.009935997,0.006016501,0.002051814,0.001694745,0.00001660069,0.0001025521,0.1105208],"genre_scores_gemma":[0.9816118,0.00002422456,0.005965293,0.0001135461,0.0001230394,0.0001364692,0.000005469503,0.000005954837,0.01201421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7655035,"threshold_uncertainty_score":0.8414066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1348784740462106,"score_gpt":0.4064920125162717,"score_spread":0.2716135384700611,"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."}}