{"id":"W4247615369","doi":"10.1109/mmm.2014.2309399","title":"2013 MTT-S Graduate Student Fellowship Awards [Education News]","year":2014,"lang":"en","type":"article","venue":"IEEE Microwave Magazine","topic":"Wireless Body Area Networks","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Graduate students; Library science; Medical education; Engineering; Graduate research; Engineering management; Political science; Computer science; Medicine","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000258114,0.0003458433,0.0003197115,0.0001503344,0.00007266831,0.0001034325,0.0003488655,0.0001404861,0.00006636085],"category_scores_gemma":[0.00001496737,0.000363032,0.0001102239,0.0002735626,0.00006094118,0.0001477256,0.00004709783,0.0003535597,0.002132978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001613547,"about_ca_system_score_gemma":0.0000389049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004511056,"about_ca_topic_score_gemma":0.000279868,"domain_scores_codex":[0.9984081,0.00006787642,0.0003810071,0.0003464278,0.0002782053,0.000518345],"domain_scores_gemma":[0.9989956,0.00006135476,0.00006247496,0.000583065,0.0001101273,0.0001873656],"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":[0.00001360736,0.0001688527,0.001299831,0.0001423557,0.0001112699,0.000008932861,0.000759932,0.02911927,0.1794137,0.0003608618,0.7060794,0.08252199],"study_design_scores_gemma":[0.003668704,0.0003729951,0.08056954,0.0006415636,0.0003630991,0.000181366,0.0004811118,0.1261269,0.1575577,0.003976454,0.6221024,0.003958113],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9228332,0.0006847435,0.02404915,0.0005879184,0.005138107,0.0004079078,0.000008242667,0.0007693983,0.04552132],"genre_scores_gemma":[0.9932269,0.0002085627,0.001483523,0.0002929255,0.00148302,0.00005464851,0.00005510144,0.0001217907,0.003073537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09700765,"threshold_uncertainty_score":0.9998822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01715568165200084,"score_gpt":0.2431968739427452,"score_spread":0.2260411922907443,"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."}}