{"id":"W4392919885","doi":"10.1061/9780784485262.124","title":"Agent-Based Simulation of Multi-Crew Allocation to Scattered Repetitive Projects","year":2024,"lang":"en","type":"article","venue":"","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Crew; Computer science; Multi-agent system; Simulation; Aeronautics; Engineering; Artificial intelligence","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":[0.0004207557,0.0004439965,0.0005715374,0.0004053071,0.0005272658,0.0008266147,0.0008150277,0.0009140008,0.002683204],"category_scores_gemma":[0.001029149,0.0003103995,0.0005771607,0.0004397945,0.0005143909,0.0004377277,0.0006660669,0.0005510111,0.0002064994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000899536,"about_ca_system_score_gemma":0.001250154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02956108,"about_ca_topic_score_gemma":0.01641737,"domain_scores_codex":[0.9997941,0.00009020246,0.000009842592,0.0000302016,0.00003549778,0.00004015691],"domain_scores_gemma":[0.9993786,0.0003720887,0.00005985732,0.00004690903,0.00008127756,0.00006130023],"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":[0.00001146189,0.00001096501,0.0002253302,0.00000434062,0.000003558769,0.00001576883,0.00001327718,0.9980974,0.0001546913,0.0008153472,0.00003625834,0.0006116958],"study_design_scores_gemma":[0.000004440616,0.000007083447,0.00005712496,9.320801e-7,0.000001561798,0.000001454772,0.000008419867,0.9994357,0.00008577166,0.000252393,0.0001438378,0.000001248151],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6238235,0.0001814811,0.3490033,0.0003374084,0.00008565171,0.0001866991,0.0005178404,0.0006164354,0.02524777],"genre_scores_gemma":[0.9709836,0.00009419696,0.0247759,0.00001940008,0.000005662656,0.0001135091,0.0001407308,0.00003207832,0.003834956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02956108,"threshold_uncertainty_score":0.05877799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02506703600309815,"score_gpt":0.2652197056781087,"score_spread":0.2401526696750105,"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."}}