{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004740604,0.002217039,0.002192487,0.003193254,0.003640064,0.008541103,0.002488303,0.01921817,0.0503429],"category_scores_gemma":[0.02399153,0.001021008,0.002297107,0.001057134,0.00159995,0.002602445,0.001865499,0.01897805,0.02876943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003382637,"about_ca_system_score_gemma":0.003094472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001615788,"about_ca_topic_score_gemma":0.004138804,"domain_scores_codex":[0.9962748,0.0005100067,0.0003486086,0.000457135,0.001815535,0.0005938549],"domain_scores_gemma":[0.9829112,0.004002429,0.001109496,0.0005610602,0.007136547,0.004279303],"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":[0.00004097275,0.00001161188,0.00002824728,0.00006360962,0.000007070904,0.0001141222,0.00000578392,0.00001329007,0.00005167684,0.0001759498,0.9955712,0.003916469],"study_design_scores_gemma":[0.00007316558,0.00005024417,0.0004574775,0.0001668214,0.00002884402,0.0002314357,0.00003256741,0.0001543124,0.0001429978,0.0006216652,0.9980239,0.0000166412],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00007943485,0.001364941,0.00009751039,0.04733571,0.9477199,0.0000284506,0.00004676405,0.00006936926,0.003257916],"genre_scores_gemma":[0.001035776,0.001140673,0.0001020659,0.03595496,0.9337204,0.00004558424,0.00004910627,0.0000544578,0.02789712],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.0503429,"threshold_uncertainty_score":0.1684138,"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."}}