{"id":"W2900436149","doi":"10.1115/ipc2018-78230","title":"Utilizing Value Management to Increase Project Competitiveness","year":2018,"lang":"en","type":"article","venue":"","topic":"Value Engineering and Management","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Petroleum Technology Alliance Canada","funders":"","keywords":"Variety (cybernetics); Project management; Value engineering; Value (mathematics); Multidisciplinary approach; Engineering management; Process management; Petroleum industry; Computer science; Project planning; Best practice; Business; Engineering; Systems engineering; Operations management; Economics; Management","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":[0.02617687,0.0008344325,0.0004884194,0.005617303,0.003372228,0.01444475,0.002096599,0.001478008,0.004897842],"category_scores_gemma":[0.03158674,0.0004648099,0.0006635174,0.003982709,0.004147059,0.00837995,0.0118613,0.001814846,0.000901515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00637431,"about_ca_system_score_gemma":0.01120345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001174559,"about_ca_topic_score_gemma":0.002186569,"domain_scores_codex":[0.9745426,0.01457506,0.00073972,0.001397223,0.006534786,0.002210625],"domain_scores_gemma":[0.9789479,0.009482576,0.002558316,0.002244557,0.003921328,0.002845274],"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":[0.00008184104,0.0006059034,0.00843773,0.0006617224,0.00008577571,0.0003884349,0.01110468,0.004928163,0.003299455,0.2685321,0.01081056,0.6910636],"study_design_scores_gemma":[0.0001876,0.001571724,0.01820071,0.002353399,0.000185973,0.001037857,0.03316729,0.02993734,0.01379419,0.5411168,0.3581688,0.0002783543],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.1808777,0.001889983,0.4232775,0.01634341,0.0004390713,0.00180501,0.00009741748,0.0009364621,0.3743334],"genre_scores_gemma":[0.7750347,0.001152018,0.2072677,0.0007863966,0.0001504942,0.0008366295,0.000106532,0.0002801473,0.0143852],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02617687,"threshold_uncertainty_score":0.1384382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01909008367213698,"score_gpt":0.2444889774444945,"score_spread":0.2253988937723576,"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."}}