{"id":"W3117596129","doi":"10.3390/app11010086","title":"Simplified Welch Algorithm for Spectrum Monitoring","year":2020,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Blind Source Separation Techniques","field":"Computer Science","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Fast Fourier transform; Algorithm; Spectral density; Computer science; Field-programmable gate array; Reduction (mathematics); Mathematics; Computer hardware; Telecommunications","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":[0.0004708198,0.0001074863,0.0001246376,0.00006347964,0.0003060162,0.0003551235,0.001183367,0.00004197107,0.000004694632],"category_scores_gemma":[0.00001992237,0.00009600239,0.00004232568,0.0006799846,0.00009840549,0.0003512863,0.0001749901,0.00008697743,0.00002795587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001397885,"about_ca_system_score_gemma":0.00007973769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004102372,"about_ca_topic_score_gemma":5.743212e-7,"domain_scores_codex":[0.9987399,0.00001589009,0.0001709847,0.0004798271,0.0003147496,0.0002786547],"domain_scores_gemma":[0.9994849,0.0001159148,0.00007385845,0.0001914729,0.00002436054,0.0001094906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000003708743,0.00003245116,0.0001165035,0.000009366682,0.000008550091,0.000001416693,0.002530013,0.0002487886,0.01271177,0.7593812,0.002885413,0.2220708],"study_design_scores_gemma":[0.0004634468,0.000375846,0.0004044381,0.000008955007,0.000005801133,0.000003619974,0.0004837167,0.281112,0.5929403,0.09791787,0.02573721,0.0005468175],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00169276,0.00002335459,0.9830648,0.005895556,0.0001412495,0.0003096731,0.000001919944,0.0005501572,0.008320527],"genre_scores_gemma":[0.5551201,0.000003029796,0.4434125,0.001215221,0.0001638682,0.00005868479,5.118776e-7,0.000004580832,0.00002151675],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6614634,"threshold_uncertainty_score":0.3914864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05296891979340193,"score_gpt":0.2989038951206919,"score_spread":0.2459349753272899,"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."}}