{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01501205,0.0003305168,0.000412686,0.00487126,0.001091778,0.002215831,0.0005052983,0.0005766906,0.001422309],"category_scores_gemma":[0.04889673,0.0002943226,0.0001614483,0.003035994,0.000920247,0.002030658,0.001589267,0.0006978755,0.0002599653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001866262,"about_ca_system_score_gemma":0.003824176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003878024,"about_ca_topic_score_gemma":0.004758973,"domain_scores_codex":[0.9879518,0.00809948,0.0007104716,0.0003363045,0.002384439,0.000517429],"domain_scores_gemma":[0.9308165,0.04168841,0.01077097,0.004144061,0.01058925,0.001990758],"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":[0.001303747,0.0008289956,0.4057965,0.0004593042,0.00004197135,0.0007974506,0.009400889,0.01774748,0.006064578,0.01038521,0.003182232,0.5439916],"study_design_scores_gemma":[0.0001286446,0.003055166,0.7311965,0.001325904,0.0001796327,0.002036304,0.02355863,0.1836399,0.0218396,0.01151159,0.02117281,0.0003553704],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9392092,0.0003658257,0.04838377,0.0006312398,0.00004641996,0.0004248852,0.0001901361,0.0005962542,0.01015216],"genre_scores_gemma":[0.9844329,0.00007296312,0.01482897,0.00001568645,0.000005326174,0.00005492199,0.00005898353,0.00001155647,0.0005186453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01501205,"threshold_uncertainty_score":0.07939219,"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."}}