{"id":"W3162428690","doi":"10.3389/fdata.2021.661501","title":"Scalable Declarative HEP Analysis Workflows for Containerised Compute Clouds","year":2021,"lang":"en","type":"article","venue":"Frontiers in Big Data","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Workflow; Software portability; Programming language; Declarative programming; Programming paradigm; Scalability; Theoretical computer science; Database; Inductive programming","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":[0.0007882722,0.0002074426,0.0005997293,0.0002204469,0.0001509309,0.0003833101,0.002596032,0.0001105129,0.000003464155],"category_scores_gemma":[0.0001323024,0.0002103209,0.0001335864,0.002598203,0.00004488493,0.0003616236,0.001035174,0.0001551073,0.00000797077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008296922,"about_ca_system_score_gemma":0.0002304934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005975737,"about_ca_topic_score_gemma":0.0001350105,"domain_scores_codex":[0.9975928,0.0002251864,0.0004591977,0.000977857,0.0002700174,0.0004749521],"domain_scores_gemma":[0.9971481,0.0001562152,0.0001555304,0.002240041,0.0001749746,0.0001251316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008392537,0.0003815544,0.07324466,0.00009435949,0.001999823,0.0002293122,0.0009763959,0.04256764,0.00003561253,0.004873679,0.7598129,0.1157002],"study_design_scores_gemma":[0.0008505632,0.00002626367,0.002253555,0.00004070639,0.00007987839,0.000004806468,0.00008630865,0.8578908,0.00003748465,0.001115439,0.137354,0.0002601917],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001855896,0.001498605,0.991572,0.000494987,0.003341004,0.0002533908,0.0004546587,0.0001032704,0.0004261609],"genre_scores_gemma":[0.3922041,0.00004650879,0.6016625,0.0004649615,0.0004374036,0.00003295539,0.004154233,0.000017791,0.0009795051],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8153232,"threshold_uncertainty_score":0.8576638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07106376432281389,"score_gpt":0.2852420080863827,"score_spread":0.2141782437635688,"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."}}