{"id":"W4361806078","doi":"10.48550/arxiv.2304.00019","title":"Workflows Community Summit 2022: A Roadmap Revolution","year":2023,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Agnostiq (Canada)","funders":"Oak Ridge National Laboratory; National Nuclear Security Administration; Office of Science; U.S. Department of Energy","keywords":"Workflow; Computer science; Cloud computing; Data science; Cyberinfrastructure; Workflow management system; Software engineering; Database; Operating system","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":[0.04173132,0.0020041,0.001086162,0.003042931,0.003653613,0.009147938,0.00402823,0.008544642,0.02510726],"category_scores_gemma":[0.03312717,0.0007175116,0.002213062,0.003373846,0.004175848,0.01534589,0.008674739,0.01004774,0.01920692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007172402,"about_ca_system_score_gemma":0.03809867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02711962,"about_ca_topic_score_gemma":0.01992985,"domain_scores_codex":[0.9916903,0.002167662,0.0003592074,0.0007915696,0.003094693,0.00189665],"domain_scores_gemma":[0.9753094,0.005057705,0.000580502,0.001606105,0.006859181,0.01058708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001792484,0.0001627664,0.0003661768,0.0003618164,0.00002290001,0.0001269289,0.0004792436,0.001092493,0.0008936677,0.08614419,0.7874458,0.1227248],"study_design_scores_gemma":[0.00003345267,0.00003430328,0.0003759016,0.0002341652,0.000006396999,0.0000480752,0.000273079,0.0009338748,0.000248413,0.01984544,0.977949,0.0000179172],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007508039,0.02721585,0.06781539,0.7151355,0.06643976,0.0006980408,0.008674547,0.01247517,0.09403775],"genre_scores_gemma":[0.09509087,0.08873548,0.2343376,0.2287637,0.03314634,0.00237345,0.0823444,0.01162594,0.2235822],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04173132,"threshold_uncertainty_score":0.2206989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4337341689070688,"score_gpt":0.2951032283977948,"score_spread":0.138630940509274,"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."}}