{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008013147,0.0003859116,0.0004182001,0.000448639,0.0002059758,0.0005646371,0.0005831314,0.0006717373,0.0009976556],"category_scores_gemma":[0.002833485,0.0001341469,0.0002023772,0.0002776037,0.0004760657,0.0009471429,0.0004241168,0.0007618542,0.000415291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003978644,"about_ca_system_score_gemma":0.000427159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004454145,"about_ca_topic_score_gemma":0.0005211741,"domain_scores_codex":[0.9996719,0.00006568211,0.00002064372,0.00006976171,0.0001458972,0.0000261289],"domain_scores_gemma":[0.9995474,0.0002002018,0.00005789859,0.00004334444,0.0001378974,0.0000132373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004377312,0.00008843194,0.001809959,0.0006604542,0.0000762379,0.0001953094,0.0002964177,0.2445148,0.133048,0.1025647,0.002321146,0.5139869],"study_design_scores_gemma":[0.0000188025,0.0001167146,0.0004758084,0.00003118364,0.00001589474,0.0001777971,0.00002552425,0.957843,0.02618752,0.008178914,0.006903246,0.00002557556],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005835024,0.0002984509,0.9927974,0.00004313614,0.00004415774,0.00001227193,0.000008267446,0.0001212412,0.0008400539],"genre_scores_gemma":[0.4591513,0.001203364,0.5316952,0.0001650723,0.0001149705,0.0001114073,0.0001204564,0.00006282885,0.007375396],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0009976556,"threshold_uncertainty_score":0.004237771,"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."}}