{"id":"W3174222253","doi":"10.1109/i2mtc50364.2021.9459907","title":"Low Peak Derivative Sum of Sines","year":2021,"lang":"en","type":"article","venue":"","topic":"Speech and Audio Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; CMC Microsystems","keywords":"Crest factor; Derivative (finance); SIGNAL (programming language); Amplitude; Frequency domain; Time domain; Mathematics; Second derivative; Fourier transform; Algorithm; Crest; Phase (matter); Statistics; Mathematical analysis; Computer science; Physics; Optics; Telecommunications; Bandwidth (computing)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003848772,0.0004830518,0.0004058948,0.0005468394,0.000214685,0.0004473547,0.0005455735,0.0003707397,0.0024134],"category_scores_gemma":[0.001350222,0.0001834456,0.0003898373,0.0004552397,0.0003058824,0.0004054655,0.0003454782,0.0004027573,0.0006734809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002268949,"about_ca_system_score_gemma":0.0002907562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003753182,"about_ca_topic_score_gemma":0.0008156738,"domain_scores_codex":[0.9995918,0.00006190951,0.00002066592,0.00006970047,0.000237447,0.00001849683],"domain_scores_gemma":[0.9995071,0.0002095427,0.00006465227,0.00008793547,0.000105913,0.00002478882],"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":[0.0004701662,0.000171362,0.001186332,0.0003109041,0.00006040206,0.0001477073,0.0001209693,0.06901706,0.3152771,0.00815253,0.0008699594,0.6042155],"study_design_scores_gemma":[0.00009790985,0.001106448,0.004192873,0.00004876516,0.0001166351,0.0007092718,0.00005825881,0.709299,0.2646316,0.005333126,0.01433901,0.00006711326],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09139144,0.000283055,0.9033808,0.00008200561,0.00006548253,0.0000733986,0.00004716458,0.0006926437,0.003984073],"genre_scores_gemma":[0.4946602,0.0001468135,0.5001534,0.00006271055,0.00003884262,0.00007669736,0.0001496689,0.0001999268,0.004511686],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0024134,"threshold_uncertainty_score":0.008073628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01330758304515886,"score_gpt":0.2410043046267706,"score_spread":0.2276967215816117,"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."}}