{"id":"W2146496747","doi":"10.14778/2732951.2732957","title":"Workload matters","year":2014,"lang":"en","type":"article","venue":"Proceedings of the VLDB Endowment","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"SPARQL; RDF; Workload; Computer science; RDF Schema; Simple Knowledge Organization System; Cwm; Set (abstract data type); Linked data; RDF query language; Semantic Web; Information retrieval; Database; Programming language; Operating system; Search engine; Web search query","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":[0.0002503078,0.00008847086,0.000122096,0.00003855447,0.00006582998,0.00006938235,0.00125524,0.00002507814,0.000006266691],"category_scores_gemma":[0.00006049905,0.00005422447,0.00007071889,0.0001775765,0.00005443508,0.0001720889,0.0004394023,0.00006489455,0.00002086609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002858028,"about_ca_system_score_gemma":0.000007358909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002553347,"about_ca_topic_score_gemma":7.408146e-7,"domain_scores_codex":[0.9992194,0.000004544055,0.0001538819,0.0001873602,0.000242777,0.0001921082],"domain_scores_gemma":[0.99957,0.00003761631,0.0001218639,0.0001799218,0.00005839658,0.00003226147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001302869,0.000131473,0.02082086,0.0001321068,0.00005734935,3.922009e-7,0.001516316,0.00002013904,0.04644927,0.8126259,0.03827262,0.07996048],"study_design_scores_gemma":[0.001333945,0.0002668429,0.05976894,0.0004632944,0.00004818221,0.00004811549,0.0004894985,0.006911357,0.7114866,0.1434025,0.07518445,0.0005963156],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7327305,0.0006132221,0.03569373,0.1079575,0.003003323,0.001044457,0.000001139233,0.000736966,0.1182191],"genre_scores_gemma":[0.9866909,0.00001201543,0.01143131,0.00155649,0.00004253438,0.00001356862,2.27415e-8,0.000003998805,0.0002492047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6692235,"threshold_uncertainty_score":0.2332568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007596812784350849,"score_gpt":0.1953586608834154,"score_spread":0.1877618480990645,"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."}}