{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001213862,0.0009330115,0.0008168218,0.002797301,0.001862861,0.004059189,0.001304431,0.00115186,0.1234695],"category_scores_gemma":[0.002922483,0.0003112084,0.0004111263,0.002936207,0.001181269,0.001445518,0.001218607,0.001633078,0.05368589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00308241,"about_ca_system_score_gemma":0.01452862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1796297,"about_ca_topic_score_gemma":0.2255167,"domain_scores_codex":[0.9983671,0.0001078288,0.00007150763,0.0001113786,0.001173818,0.0001683163],"domain_scores_gemma":[0.9952865,0.0002105101,0.00006337585,0.0003052054,0.003804221,0.0003302333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004655195,0.00005651943,0.0005621161,0.0002312081,0.00002412176,0.0001172758,0.00005374699,0.001622763,0.001831129,0.01978089,0.5830845,0.3925893],"study_design_scores_gemma":[0.000007369661,0.00001498052,0.000940444,0.0000897045,0.00002180818,0.0001238814,0.000107655,0.00472263,0.0008002049,0.00628311,0.9868665,0.00002172924],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005240934,0.03238989,0.07861869,0.01540284,0.0313413,0.000259318,0.002250115,0.003352096,0.8311447],"genre_scores_gemma":[0.04574807,0.0300453,0.02393389,0.001444486,0.002607391,0.0001129991,0.002654554,0.0005372805,0.8929161],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8765305,"threshold_uncertainty_score":0.4130466,"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."}}