{"id":"W7124172921","doi":"10.1109/codit66093.2025.11321657","title":"Nonlinear Adaptive Differentiator Estimator For Ideal Signals","year":2025,"lang":"","type":"article","venue":"","topic":"Advanced Adaptive Filtering Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Differentiator; Estimator; Ideal (ethics); Convergence (economics); Nonlinear system; Control theory (sociology); SIGNAL (programming language)","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001993151,0.000728596,0.0008634645,0.0003609945,0.0002577271,0.0001131267,0.0005515922,0.0003500248,0.0003470716],"category_scores_gemma":[0.0002252668,0.0007714316,0.0003733372,0.0003987203,0.0001345675,0.0003117749,0.0003003461,0.0004061236,0.00005492017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000369306,"about_ca_system_score_gemma":0.0001463933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002269997,"about_ca_topic_score_gemma":0.00001080211,"domain_scores_codex":[0.9972398,0.00003943294,0.0008692467,0.0007467837,0.0002232936,0.0008814895],"domain_scores_gemma":[0.9981977,0.0005604732,0.0001263646,0.0006401419,0.0002806042,0.0001947633],"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":[0.001565521,0.001142186,0.00035783,0.003947386,0.003548172,0.00004437009,0.0004777051,0.02702675,0.2115992,0.6078484,0.03985227,0.1025902],"study_design_scores_gemma":[0.001259635,0.0004920496,0.0003598298,0.0009853716,0.0002370689,0.000002411137,0.0001396917,0.6602435,0.2760374,0.03181367,0.02737305,0.001056392],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002670442,0.00104753,0.98436,0.0002053819,0.001050332,0.001860427,0.0004254733,0.001709941,0.00667041],"genre_scores_gemma":[0.3640268,0.00009693857,0.6303765,0.0001355783,0.0002299735,0.0004722294,0.00002777378,0.0001363668,0.004497877],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6332167,"threshold_uncertainty_score":0.9994737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02048023218855264,"score_gpt":0.2904149366472398,"score_spread":0.2699347044586871,"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."}}