{"id":"W4415361583","doi":"10.1007/978-981-95-1941-5_13","title":"Considerations for the Standardization of Virtual Sensors","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in electrical engineering","topic":"Sensor Technology and Measurement Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada; University of British Columbia, Okanagan Campus","funders":"","keywords":"Standardization; Virtual Laboratory; The Internet; Preprocessor; Virtual machine; Quality (philosophy); Internet of Things; Compatibility (geochemistry)","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":[0.0002070608,0.0001856801,0.0002897937,0.0003161036,0.00005858623,0.00002288679,0.0002449216,0.0003658404,0.000004216255],"category_scores_gemma":[0.00154611,0.000149043,0.00009835063,0.0001780672,0.00002459336,0.00003519281,0.00001760439,0.0004248882,6.726642e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001072567,"about_ca_system_score_gemma":0.0001007047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002584019,"about_ca_topic_score_gemma":0.000009088943,"domain_scores_codex":[0.9990325,0.00001069477,0.0003166172,0.0002558539,0.0001946088,0.0001897263],"domain_scores_gemma":[0.997313,0.002145068,0.0000908389,0.0003120113,0.0001217644,0.00001737078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000006052377,0.000006433259,0.000002591019,0.00004003223,0.00008294531,0.000003155632,0.00005800303,0.2963079,0.002620163,0.6843589,0.0001651021,0.0163487],"study_design_scores_gemma":[0.0005765845,0.0002054327,0.00001165119,0.0003234809,0.00008303981,0.00002384552,6.043393e-7,0.8611525,0.0624162,0.05425623,0.02049886,0.0004515808],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.000004996194,0.001159435,0.9960003,0.0006630977,0.0003645678,0.0004753996,0.000007831875,0.0001306194,0.00119369],"genre_scores_gemma":[0.9669392,0.0001576301,0.02951309,0.0002620145,0.000209103,0.00008249115,0.00000864251,0.00004680091,0.002781037],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9669342,"threshold_uncertainty_score":0.6077795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0141385737301523,"score_gpt":0.2199005040334651,"score_spread":0.2057619303033128,"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."}}