{"id":"W6950018782","doi":"10.5281/zenodo.6102453","title":"Test and Validation Procedures and Services","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Real-time simulation and control systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission","keywords":"Automation; Automatic test equipment; Converters; Circuit breaker; Test (biology); Implementation; Instrumentation (computer programming); Grid; System under test","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04194165,0.002770727,0.002179706,0.007687339,0.002171585,0.01241495,0.00640241,0.005708318,0.08402479],"category_scores_gemma":[0.1039792,0.001207395,0.002072717,0.003422098,0.003088442,0.008202944,0.008274133,0.004469806,0.0833084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003310255,"about_ca_system_score_gemma":0.009243181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004893707,"about_ca_topic_score_gemma":0.00146397,"domain_scores_codex":[0.9375714,0.01918571,0.007955698,0.004841042,0.02694606,0.003500095],"domain_scores_gemma":[0.8887398,0.02276869,0.00444187,0.04443594,0.0365066,0.003107091],"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":[0.001309149,0.0008372724,0.004909036,0.002439142,0.0001900944,0.001491513,0.001856403,0.007723035,0.01643015,0.1233345,0.3006175,0.5388623],"study_design_scores_gemma":[0.0002497621,0.0002642213,0.001915298,0.0009940793,0.00006382495,0.001324275,0.0004393713,0.01138574,0.02370699,0.02688866,0.9325581,0.0002096991],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.006763686,0.001842181,0.6300212,0.004345954,0.002250553,0.009997229,0.01357287,0.1515739,0.1796323],"genre_scores_gemma":[0.1938433,0.004531775,0.4675942,0.01257502,0.002987266,0.02014329,0.06751852,0.05571768,0.175089],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.08402479,"threshold_uncertainty_score":0.2810909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01110667702404404,"score_gpt":0.2117741757648746,"score_spread":0.2006674987408306,"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."}}