{"id":"W2953706728","doi":"10.29173/mocs116","title":"Evaluation of Risk Management Practice in the Nigeria Construction Industry","year":2019,"lang":"en","type":"article","venue":"Modular and Offsite Construction (MOC) Summit Proceedings","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Johannesburg","keywords":"Risk management plan; Risk management; Business; Control (management); Risk analysis (engineering); Project risk management; Identification (biology); IT risk management; Quality (philosophy); Exploratory factor analysis; Plan (archaeology); Operations management; Construction industry; Risk assessment; Enterprise risk management; Project management; Descriptive statistics; Construction management; Marketing; Project management triangle; Engineering; Management; Finance; Economics; Construction engineering; Geography","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":[0.01008139,0.0003513657,0.0003916294,0.002686131,0.001931413,0.003069232,0.0005990504,0.0006345076,0.001001062],"category_scores_gemma":[0.0244559,0.0003305451,0.000261036,0.001635028,0.001469375,0.001607676,0.00204787,0.0006972589,0.0001657936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002374351,"about_ca_system_score_gemma":0.004595275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002533025,"about_ca_topic_score_gemma":0.003837126,"domain_scores_codex":[0.9860314,0.007643137,0.0009675726,0.000411198,0.004342791,0.0006038037],"domain_scores_gemma":[0.9796377,0.00929163,0.005453731,0.0005942881,0.003887933,0.00113478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002816715,0.001273005,0.3280887,0.001348303,0.00006018512,0.003008846,0.3715839,0.00206241,0.00668702,0.003250443,0.001216578,0.2811389],"study_design_scores_gemma":[0.00002258856,0.001771976,0.2586409,0.002188111,0.00007184,0.002293256,0.7037287,0.005041933,0.004102599,0.00187565,0.02010394,0.0001583078],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925172,0.0004320653,0.001374916,0.00048186,0.0000114871,0.0001640656,0.00001028136,0.00000878791,0.004999342],"genre_scores_gemma":[0.9960986,0.0008536889,0.002055648,0.00003795105,0.000004702681,0.00005192287,0.000009645364,0.000003397226,0.00088425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01008139,"threshold_uncertainty_score":0.05331618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03691536977139125,"score_gpt":0.3275571073050643,"score_spread":0.290641737533673,"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."}}