{"id":"W4200505084","doi":"10.1108/jedt-05-2021-0287","title":"A simulation-based decision support tool for integrating site layout and construction planning of tunneling projects","year":2021,"lang":"en","type":"article","venue":"Journal of Engineering Design and Technology","topic":"BIM and Construction Integration","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Plan (archaeology); Site planning; Engineering; Simple (philosophy); Computer science; Systems engineering; Construction engineering; Transport engineering; Civil engineering","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":[0.0009696176,0.0007413091,0.0005082185,0.001037644,0.0004851049,0.001075537,0.001287552,0.0007406902,0.009945458],"category_scores_gemma":[0.002637292,0.0005049485,0.0008450219,0.0007951288,0.000357377,0.0009126732,0.001108827,0.0007180762,0.001053164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005852208,"about_ca_system_score_gemma":0.001722861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004482674,"about_ca_topic_score_gemma":0.00442042,"domain_scores_codex":[0.9995234,0.0001585907,0.00005410485,0.00006662878,0.0001546168,0.00004266979],"domain_scores_gemma":[0.998659,0.0007544138,0.0001023777,0.0001620898,0.0002225464,0.00009953708],"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":[0.0001889461,0.0002076248,0.00439479,0.0003405431,0.00005052249,0.0004550098,0.0003311642,0.8831682,0.008348604,0.01110219,0.00472534,0.08668704],"study_design_scores_gemma":[0.00006704408,0.00007668118,0.0007118219,0.00008345577,0.00003287324,0.00009482164,0.0001054062,0.976791,0.004347412,0.003210888,0.01443985,0.00003868841],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0769497,0.0001485637,0.8930997,0.0002938535,0.00009674711,0.0005655571,0.001981616,0.009424388,0.01743976],"genre_scores_gemma":[0.5076207,0.0003726771,0.4834743,0.00007974121,0.00002017545,0.0008486275,0.001920929,0.0005487554,0.005114146],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009945458,"threshold_uncertainty_score":0.03327084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01245605615320649,"score_gpt":0.2337221742568084,"score_spread":0.2212661181036019,"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."}}