{"id":"W2979275617","doi":"10.29173/aar70","title":"Using Computer Simulations to Plan Construction Projects Accurately","year":2019,"lang":"en","type":"article","venue":"Alberta Academic Review","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Schedule; Integrated project delivery; Plan (archaeology); Project planning; Computer science; Work (physics); Quality (philosophy); Duration (music); Operations research; Construction management; Project management; Construction engineering; Transport engineering; Engineering; Civil engineering; Systems engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007057357,0.0001460487,0.0002322685,0.00007712391,0.00003872591,0.00001840563,0.0001127578,0.0001267811,0.0003697204],"category_scores_gemma":[0.00002198679,0.0001331495,0.00005228385,0.0003299241,0.00001431955,0.0002593975,0.00001823792,0.0002810791,0.0005506115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006038886,"about_ca_system_score_gemma":0.0000268124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003513949,"about_ca_topic_score_gemma":0.00001193213,"domain_scores_codex":[0.9991514,0.00003060838,0.0003566445,0.0001837452,0.0001114281,0.0001661566],"domain_scores_gemma":[0.9995697,0.00007996769,0.00005498159,0.0001808065,0.00004579641,0.00006871467],"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":[0.00002290348,0.00002235671,0.04259206,0.007807618,0.000330463,0.000002018398,0.00115214,0.1465795,0.0216565,0.04587059,0.03819655,0.6957673],"study_design_scores_gemma":[0.0005772032,0.00006773671,0.001338004,0.009789273,0.0002160328,0.0004494051,0.0000677381,0.3924139,0.001889457,0.0005135339,0.5915632,0.001114574],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8950878,0.03010411,0.04224167,0.001600545,0.00669793,0.004767711,0.00003300696,0.0006168721,0.01885037],"genre_scores_gemma":[0.9774253,0.009076008,0.009944843,0.002405386,0.0005232593,0.00004824159,0.00006472232,0.00006181838,0.0004504588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6946527,"threshold_uncertainty_score":0.7077181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06837778238064965,"score_gpt":0.3130131722580951,"score_spread":0.2446353898774454,"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."}}