{"id":"W2783378837","doi":"10.20381/ruor-21373","title":"Simulation Modeling of Constrained Resource Allocation Using the Activity Based Conceptual Modeling Methodology","year":2018,"lang":"en","type":"dissertation","venue":"uO Research (University of Ottawa)","topic":"Business Process Modeling and Analysis","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Resource allocation; Resource (disambiguation); Management science; Operations research; Systems engineering; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003205341,0.0002357465,0.0005419166,0.00118211,0.0008225982,0.00007050131,0.000718854,0.000371954,0.0001573625],"category_scores_gemma":[0.0009157292,0.0002402129,0.0002318189,0.001379638,0.000463724,0.0006771588,0.000133278,0.0005472727,0.000007118269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008057013,"about_ca_system_score_gemma":0.0003331676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00328078,"about_ca_topic_score_gemma":0.001446504,"domain_scores_codex":[0.9975513,0.0002542267,0.0003357119,0.0005074951,0.0009745181,0.0003767484],"domain_scores_gemma":[0.9949363,0.0004726739,0.0006154332,0.0004401437,0.003513032,0.00002235741],"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":[0.000113106,0.00006557378,0.0001141742,0.0005492673,0.0001029543,0.000001774201,0.0004936432,0.9917529,0.002314511,0.002129348,0.00002925147,0.002333473],"study_design_scores_gemma":[0.0004452853,0.00001490295,0.00002245765,0.0002453848,0.0002817175,1.209205e-7,0.01301371,0.9846323,0.0001189691,0.0007197591,0.0003021259,0.0002033293],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5517924,0.00002960868,0.4451749,0.0002339211,0.00006657193,0.0002452968,0.000008106044,0.00003698374,0.002412182],"genre_scores_gemma":[0.9938259,0.00000694912,0.005187935,0.0000225561,0.0002570385,8.945953e-7,0.0003350177,0.00003485602,0.0003288757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4420334,"threshold_uncertainty_score":0.9795597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2494833174537625,"score_gpt":0.3713675756230557,"score_spread":0.1218842581692932,"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."}}