{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001115275,0.0009695815,0.0008427459,0.0009440347,0.000649385,0.001773957,0.001188219,0.001190008,0.005195837],"category_scores_gemma":[0.00513086,0.001179422,0.0007927382,0.001258844,0.0007465869,0.001476387,0.0009049023,0.001222552,0.000585428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002005075,"about_ca_system_score_gemma":0.002684817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03321153,"about_ca_topic_score_gemma":0.02923084,"domain_scores_codex":[0.9992324,0.0003032915,0.00005930472,0.0001024697,0.0002302564,0.00007229697],"domain_scores_gemma":[0.9967969,0.002276467,0.0002006546,0.0002666386,0.0003664359,0.00009281053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000008251423,0.000008115784,0.0002248016,0.00001182983,0.000005556368,0.00001121724,0.0000169825,0.9964064,0.0001037972,0.001454399,0.0001086095,0.001640033],"study_design_scores_gemma":[0.00001207099,0.00001045656,0.00007787736,0.000009998586,0.000004576766,0.000005947856,0.00002227983,0.996424,0.0002129484,0.001941288,0.001273008,0.00000558906],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1235652,0.0004537541,0.8330501,0.0004840016,0.000131147,0.0005349473,0.0009222936,0.00223954,0.03861909],"genre_scores_gemma":[0.6417814,0.000729657,0.3472421,0.00009432198,0.00002708996,0.0009736079,0.001182353,0.0003713954,0.007598054],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03321153,"threshold_uncertainty_score":0.06603646,"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."}}