{"id":"W1989877676","doi":"10.1109/escience.2012.6404470","title":"Web applications for experimental control at CLS","year":2012,"lang":"en","type":"article","venue":"","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Light Source (Canada); University of Saskatchewan","funders":"Laboratório Nacional de Luz Síncrotron","keywords":"CLs upper limits; Computer science; World Wide Web; Web service; Web application","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003227918,0.0009993584,0.0007644486,0.001489856,0.0006571223,0.002504708,0.001816951,0.001388394,0.05131502],"category_scores_gemma":[0.006438837,0.0005298337,0.0005080061,0.001786543,0.0006361491,0.002896054,0.001939436,0.002379389,0.02053307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007181886,"about_ca_system_score_gemma":0.001020813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001326998,"about_ca_topic_score_gemma":0.0009930667,"domain_scores_codex":[0.9977608,0.0005370606,0.0001639353,0.0002418966,0.00115404,0.0001422994],"domain_scores_gemma":[0.9934211,0.002498405,0.0002035758,0.001897357,0.001420035,0.0005594906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009739386,0.000478779,0.001634196,0.001330902,0.00007893705,0.0008465822,0.0006949048,0.004275066,0.08065901,0.05628299,0.1988986,0.653846],"study_design_scores_gemma":[0.0003253334,0.0002538643,0.003905003,0.0003196476,0.00004545793,0.000727982,0.0001595307,0.04095647,0.02793755,0.03857109,0.8866515,0.0001466183],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008507392,0.00279651,0.679664,0.001244548,0.0006023828,0.001158307,0.002059969,0.2052682,0.09869877],"genre_scores_gemma":[0.1943313,0.004815944,0.586338,0.003059775,0.001307424,0.00355368,0.01432474,0.03757541,0.1546937],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.05131502,"threshold_uncertainty_score":0.1716658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01895656598196558,"score_gpt":0.2741550581193802,"score_spread":0.2551984921374146,"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."}}