{"id":"W4408563912","doi":"10.1109/icjece.2025.3539555","title":"IEEE Canadian Journal of Electrical and Computer Engineering","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Electrical and Computer Engineering","topic":"Advanced Research in Systems and Signal Processing","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science; Engineering; Electrical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003172047,0.0002384065,0.0004856166,0.001234545,0.0001193797,0.0002239098,0.0002585769,0.0001416071,0.000004971571],"category_scores_gemma":[0.00007770039,0.000221675,0.00009743415,0.000630906,0.00003793403,0.0002494811,0.00001122074,0.0008939451,4.963114e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002922295,"about_ca_system_score_gemma":0.0007666507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006435019,"about_ca_topic_score_gemma":0.0006036978,"domain_scores_codex":[0.9983879,0.0000212091,0.0006033446,0.0001352681,0.000173169,0.0006791623],"domain_scores_gemma":[0.9981227,0.0001960204,0.00007451444,0.0000850283,0.0002255441,0.001296217],"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":[0.00001726887,0.00001380501,0.003745144,0.0004999958,0.0005131547,0.001482699,0.0004083273,0.8608845,0.002437985,0.002888192,0.005399608,0.1217093],"study_design_scores_gemma":[0.0005253369,0.0002456948,0.003497315,0.0004868582,0.00003263949,0.001296192,0.000004395959,0.974976,0.0005649011,0.0001185371,0.01796171,0.0002903956],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1426036,0.01404386,0.8416989,0.00009939165,0.001349947,0.00009270654,0.000003273145,0.00002414526,0.00008418683],"genre_scores_gemma":[0.9925411,0.0001204284,0.006435237,0.00005648813,0.0007961583,0.000001069,4.050868e-7,0.00003075846,0.00001831868],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8499376,"threshold_uncertainty_score":0.9039643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005436509916589655,"score_gpt":0.1913282495922673,"score_spread":0.1858917396756777,"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."}}