{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001021461,0.0002152504,0.000298716,0.000170265,0.0001344886,0.0001836028,0.0001649889,0.0001346748,0.000787737],"category_scores_gemma":[0.00003409477,0.0002160464,0.0001329674,0.0002768964,0.00002134069,0.0001447082,0.00004828991,0.0001372261,0.0006175067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001489805,"about_ca_system_score_gemma":0.00005560823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002215299,"about_ca_topic_score_gemma":0.00007280781,"domain_scores_codex":[0.9988406,0.00003094157,0.0004548928,0.0002787028,0.0001288733,0.0002660335],"domain_scores_gemma":[0.9993421,0.00005606247,0.00004509934,0.0003935713,0.00008679234,0.00007638705],"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":[0.00009545976,0.0003095817,0.002990302,0.00116552,0.001844082,0.000006850609,0.000509853,0.002523836,0.03059203,0.6770631,0.0816205,0.2012789],"study_design_scores_gemma":[0.001138807,0.00003002145,0.06728171,0.0004040401,0.000241735,0.000001017913,0.0004390641,0.8986229,0.002271509,0.001660302,0.02748496,0.0004238967],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02603443,0.008706596,0.781674,0.0006802084,0.008450856,0.0009890489,0.0000286296,0.0004981701,0.172938],"genre_scores_gemma":[0.9574826,0.00005581836,0.0003382034,0.00002392781,0.0001169142,0.00004943646,0.000004043319,0.00001886383,0.04191021],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9314482,"threshold_uncertainty_score":0.8810115,"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."}}