{"id":"W7115701386","doi":"10.1109/lmwt.2025.3635366","title":"Guest Editorial for APMC 2025","year":2025,"lang":"","type":"article","venue":"IEEE Microwave and Wireless Technology Letters","topic":"Educational Leadership and Innovation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"","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":[0.0006014714,0.0002983503,0.0003841012,0.0007535208,0.0009420168,0.0001411136,0.0004717345,0.001012438,0.00001159132],"category_scores_gemma":[0.0001266543,0.000341585,0.0001071119,0.001543901,0.001862805,0.0002330101,0.00005636066,0.0005653849,0.00002484589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001901175,"about_ca_system_score_gemma":0.0004367652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001376994,"about_ca_topic_score_gemma":0.0001535003,"domain_scores_codex":[0.9978713,0.0000752017,0.0005061468,0.000667979,0.0002149522,0.0006644186],"domain_scores_gemma":[0.9987735,0.000311095,0.0002164312,0.0002867263,0.0003534704,0.00005877512],"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":[0.00004318222,0.00008208228,0.001112529,0.0000973982,0.0001018588,8.870838e-7,0.001050466,2.512677e-7,0.3474526,0.05468551,0.5876929,0.0076804],"study_design_scores_gemma":[0.001097647,0.00009692929,0.0001211239,0.0002653092,0.0001430956,0.000001658645,0.006876594,0.00001567898,0.1285661,0.01269275,0.8496338,0.0004893494],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5284075,0.0005642455,0.003051938,0.2982698,0.1673401,0.0008311996,0.00003085854,0.0001373904,0.001366996],"genre_scores_gemma":[0.9375798,0.0003955582,0.0003742122,0.007432206,0.05244805,0.0001690622,0.00002908878,0.00002177531,0.001550309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4091723,"threshold_uncertainty_score":0.9999036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01686236330739047,"score_gpt":0.3054257175982066,"score_spread":0.2885633542908161,"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."}}