{"id":"W4413127651","doi":"10.18280/ts.420442","title":"Modelling a Novel Filtering and Classifier Approach for ECG Signal Processing","year":2025,"lang":"en","type":"article","venue":"Traitement du signal","topic":"ECG Monitoring and Analysis","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Artificial intelligence; Pattern recognition (psychology); Signal processing; Classifier (UML); Speech recognition; Digital signal processing; Computer hardware","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0004512054,0.0006219409,0.0007359129,0.0006708851,0.0004123952,0.001248224,0.001076884,0.001550294,0.002601433],"category_scores_gemma":[0.001123671,0.0002406995,0.0009176509,0.0006826392,0.0002804387,0.0008248098,0.0004318027,0.00103656,0.001617234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005249555,"about_ca_system_score_gemma":0.0008089711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004843299,"about_ca_topic_score_gemma":0.004885637,"domain_scores_codex":[0.999567,0.00006005559,0.0000366759,0.0001183479,0.0001761333,0.00004174451],"domain_scores_gemma":[0.9996833,0.0001064636,0.00002941227,0.00002562667,0.0001427622,0.00001244044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001306316,0.0001775112,0.001978955,0.0003334362,0.0001609048,0.0004018974,0.0001835057,0.5709925,0.03142027,0.04157643,0.004753293,0.3478907],"study_design_scores_gemma":[0.000003913797,0.0000494195,0.0002272181,0.00001503578,0.00001882066,0.0001021967,0.000008965267,0.9896538,0.001828993,0.003854733,0.004227482,0.000009472867],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00477443,0.0004992473,0.9908549,0.000191915,0.0001452308,0.00005655667,0.0001096895,0.000339254,0.003028799],"genre_scores_gemma":[0.3884756,0.003053816,0.5804617,0.0003730628,0.0005154565,0.0005382159,0.0009310526,0.0001187389,0.02553237],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004843299,"threshold_uncertainty_score":0.009630203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05529926092587781,"score_gpt":0.2890321167846828,"score_spread":0.233732855858805,"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."}}