{"id":"W7127360102","doi":"10.1109/ccece64018.2025.11364421","title":"Adaptive Differentiator Estimator","year":2025,"lang":"","type":"article","venue":"","topic":"Control Systems and Identification","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Differentiator; Estimator; Convergence (economics); Control theory (sociology); SIGNAL (programming language); Adaptive estimator; Noise (video)","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":[0.0006643777,0.0005210849,0.0007646219,0.0006545981,0.0002750545,0.0007212022,0.001103456,0.001174349,0.002177469],"category_scores_gemma":[0.002052639,0.0002536589,0.0003337169,0.0004781995,0.0003559639,0.001047411,0.0005563102,0.001152151,0.0009808593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000316887,"about_ca_system_score_gemma":0.0005180056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005948092,"about_ca_topic_score_gemma":0.0006699031,"domain_scores_codex":[0.9995313,0.0000848898,0.00003133054,0.000119279,0.0001995977,0.00003365077],"domain_scores_gemma":[0.9994224,0.0002160327,0.00005360911,0.00006172772,0.0002288119,0.00001740838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003362049,0.000131357,0.002010653,0.0006095733,0.000130236,0.000258724,0.0001457296,0.1434525,0.09201172,0.03544125,0.003634121,0.7218379],"study_design_scores_gemma":[0.00006037355,0.0002299404,0.0007649586,0.00004512427,0.00004781287,0.0004054797,0.00002318476,0.9529852,0.02360727,0.004874925,0.01691225,0.00004349407],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002677972,0.0004310744,0.99532,0.00004125405,0.000101844,0.00002799824,0.00001336717,0.0002681624,0.001118213],"genre_scores_gemma":[0.3972717,0.001398793,0.5894964,0.0003314833,0.0003022273,0.0002563145,0.0002083207,0.00009404434,0.01064066],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002177469,"threshold_uncertainty_score":0.007284403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006539954072757875,"score_gpt":0.2121174236340537,"score_spread":0.2055774695612958,"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."}}