{"id":"W7139569291","doi":"","title":"Toward an Efficient Workflow Management System","year":2025,"lang":"","type":"dissertation","venue":"TSpace (University of Toronto)","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Workflow; Workflow engine; Workflow management system; Scalability; Scheduling (production processes); Workflow technology; Task management; Task (project management)","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":[0.00413882,0.000573712,0.000655751,0.001068042,0.001665215,0.005511874,0.002444912,0.001250436,0.002307583],"category_scores_gemma":[0.004424885,0.0009533941,0.0007980848,0.001566393,0.000882622,0.005446784,0.002821889,0.002405324,0.002723743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002221014,"about_ca_system_score_gemma":0.008677901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004354023,"about_ca_topic_score_gemma":0.003694162,"domain_scores_codex":[0.9980652,0.0003377354,0.000217869,0.0003464806,0.0008174966,0.0002152055],"domain_scores_gemma":[0.9976996,0.0002986482,0.0001521794,0.0007392248,0.0008288642,0.0002815183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003254274,0.0005843677,0.003089392,0.0008377445,0.0001107009,0.0004475976,0.0009590089,0.06958168,0.04994642,0.3132658,0.05881441,0.5020374],"study_design_scores_gemma":[0.0001628911,0.0002358143,0.001134643,0.0002702742,0.0001152645,0.0002616674,0.0005717761,0.4927832,0.02958602,0.1216919,0.3531124,0.00007408812],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0149033,0.0009375618,0.9604123,0.003038084,0.0002165367,0.0004889694,0.0002822329,0.01056224,0.009158842],"genre_scores_gemma":[0.04537418,0.001050945,0.9456986,0.0003618117,0.00009021352,0.000271221,0.0008682223,0.000285048,0.005999853],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005511874,"threshold_uncertainty_score":0.02188838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05387816858378637,"score_gpt":0.3116302278679596,"score_spread":0.2577520592841732,"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."}}