{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000178052,0.00009331329,0.0001983459,0.0003732613,0.00003061244,0.00002126688,0.00003081468,0.0001350597,0.000003428701],"category_scores_gemma":[0.0005102018,0.00008839073,0.00003236829,0.0002156613,0.00002943641,0.0001038766,0.00000682597,0.0001701081,7.797922e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000023598,"about_ca_system_score_gemma":0.00005244873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.140027e-7,"about_ca_topic_score_gemma":2.337841e-7,"domain_scores_codex":[0.9994014,0.000006734965,0.0003527829,0.00007747168,0.00006767827,0.00009392578],"domain_scores_gemma":[0.999164,0.0004025781,0.00009946421,0.00005610644,0.000254536,0.00002328793],"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":[0.00002739508,0.000005310758,0.001510487,0.00009926393,0.00003733692,0.000007852053,0.0001010394,0.8867706,0.06176141,0.001401725,0.000008945221,0.04826865],"study_design_scores_gemma":[0.0005272462,0.000127946,0.00008334202,0.0002641379,0.0000309468,0.0001763461,0.0001949738,0.9615664,0.03619323,0.0005622533,0.0001856249,0.00008755963],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3205611,0.0004213238,0.6787168,0.00001778124,0.0001736572,0.00006037703,0.000001560177,0.00004373203,0.000003603898],"genre_scores_gemma":[0.7151302,0.00001420455,0.2848094,0.000002837095,0.00002800405,0.00000337835,0.000001163395,0.000009593422,0.000001208408],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.394569,"threshold_uncertainty_score":0.3604469,"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."}}