{"id":"W4413359192","doi":"10.1109/mias.2025.3579543","title":"IEEE Industry Applications Society Chapters and Membership Department Awards and Contest Winners: Celebrating Excellence in 2025 [Chapter News]","year":2025,"lang":"en","type":"article","venue":"IEEE Industry Applications Magazine","topic":"Ferroelectric and Negative Capacitance Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"CONTEST; Excellence; Engineering; Management; Political science; Engineering ethics; Public relations; Media studies; Sociology; Economics; Law","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001837655,0.0003164409,0.0002974204,0.0001554615,0.0001905634,0.00007529014,0.0002067106,0.00059154,0.00004158153],"category_scores_gemma":[0.00001329275,0.0003495304,0.00004860514,0.0007628449,0.0002322522,0.0002332149,0.00003402478,0.00125909,0.00002205363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001402913,"about_ca_system_score_gemma":0.00005279742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002212403,"about_ca_topic_score_gemma":0.00007486171,"domain_scores_codex":[0.9985244,0.00002329053,0.0004355779,0.0004972925,0.0001453094,0.0003740809],"domain_scores_gemma":[0.9991229,0.0001921817,0.00008837364,0.000366143,0.0000853337,0.0001450899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001373198,0.001214836,0.1992328,0.003544503,0.001560905,0.00003817209,0.004640264,0.01937077,0.2099502,0.08506037,0.08980528,0.3854446],"study_design_scores_gemma":[0.01085197,0.0004110332,0.05322118,0.002682458,0.000901167,0.0001598359,0.01906262,0.1735753,0.1356199,0.01736629,0.5794074,0.006740831],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8510296,0.005697727,0.06460034,0.005711351,0.0003335645,0.004621592,0.0002113422,0.0007423939,0.06705214],"genre_scores_gemma":[0.9945967,0.000555338,0.001273454,0.0005066621,0.0001541173,0.001790166,0.00002037318,0.00003012172,0.001073126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4896021,"threshold_uncertainty_score":0.9998957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01631046834862378,"score_gpt":0.254476893786131,"score_spread":0.2381664254375072,"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."}}