{"id":"W4413811578","doi":"10.21105/joss.08401","title":"VILLASnode: An Open-Source Real-time Multi-protocol Gateway","year":2025,"lang":"en","type":"article","venue":"The Journal of Open Source Software","topic":"Real-time simulation and control systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Opal-Rt Technologies (Canada)","funders":"","keywords":"Open source; Computer science; Protocol (science); Gateway (web page); Computer network; Operating system; World Wide Web; Medicine; Software","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":[0.001845024,0.0002951877,0.0006312374,0.0001567256,0.0003160156,0.0009347472,0.003025603,0.0001344298,0.0006979742],"category_scores_gemma":[0.0001466194,0.0002065711,0.0001244316,0.0003846183,0.00005806064,0.0009892943,0.0005043411,0.0004033519,0.000146185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001321324,"about_ca_system_score_gemma":0.0001264401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003415653,"about_ca_topic_score_gemma":0.0000314768,"domain_scores_codex":[0.997766,0.0004347944,0.000918314,0.0001789766,0.0003484545,0.000353443],"domain_scores_gemma":[0.9981274,0.0003045997,0.000379372,0.0007241933,0.0002628518,0.000201588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001112194,0.0002756593,0.001853124,0.0001984735,0.0006485602,0.00002677109,0.00358099,0.8545539,0.0169982,0.00006415299,0.04367477,0.07701319],"study_design_scores_gemma":[0.0187467,0.0007022203,0.006656652,0.001495027,0.0003525791,0.0003190964,0.003023989,0.2654429,0.003108919,0.0004512959,0.6984521,0.001248517],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1202608,0.0005449328,0.5888077,0.001641342,0.001751532,0.1566952,0.00006054137,0.001904404,0.1283336],"genre_scores_gemma":[0.9087366,0.00006133998,0.01137881,0.0009948127,0.000801514,0.005915911,0.00001791138,0.0004581517,0.07163491],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7884758,"threshold_uncertainty_score":0.9013789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02009052688393474,"score_gpt":0.311475758883172,"score_spread":0.2913852319992373,"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."}}