{"id":"W2128176891","doi":"10.18429/jacow-ipac2016-wepoy042","title":"Open XAL Status Report 2016","year":2016,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Particle Accelerators and Free-Electron Lasers","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"TRIUMF","funders":"","keywords":"Software; Systems engineering; Engineering management; Engineering; Software engineering; Computer science; 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":[0.03031861,0.001892074,0.001407751,0.006046946,0.003296658,0.01784654,0.00396896,0.004542235,0.135063],"category_scores_gemma":[0.02877257,0.001318291,0.001315999,0.003529313,0.00172608,0.01819194,0.0103734,0.00497095,0.1973181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004334631,"about_ca_system_score_gemma":0.0146624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006325888,"about_ca_topic_score_gemma":0.002629966,"domain_scores_codex":[0.987173,0.00178413,0.0009660359,0.00118771,0.007271255,0.001617881],"domain_scores_gemma":[0.9745798,0.002462567,0.001601738,0.004172189,0.01157767,0.005605968],"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":[0.0006257639,0.0004491375,0.001400805,0.0008345934,0.00002919617,0.0002060107,0.0003629735,0.0006652867,0.003493758,0.03815573,0.8013791,0.1523976],"study_design_scores_gemma":[0.00003194591,0.0000701122,0.0003321721,0.0001803011,0.000006028136,0.00005656974,0.00006061702,0.000294057,0.001543853,0.002069052,0.9953311,0.00002408207],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01279115,0.01847672,0.08800861,0.04818724,0.03659495,0.00506548,0.09426142,0.0545653,0.642049],"genre_scores_gemma":[0.02176665,0.01226273,0.06366428,0.005272445,0.007116596,0.004819152,0.2250935,0.02245408,0.6375506],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.135063,"threshold_uncertainty_score":0.4518307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01190385039442159,"score_gpt":0.2218881485414911,"score_spread":0.2099842981470695,"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."}}