{"id":"W4200153968","doi":"10.1109/map.2021.3115954","title":"2021 IEEE APS Awards","year":2021,"lang":"en","type":"article","venue":"IEEE Antennas and Propagation Magazine","topic":"Digital Media and Visual Art","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Electrical engineering; Computer science; Telecommunications; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0001534547,0.0001267121,0.0001544411,0.00005645861,0.00009062194,0.0002954894,0.0001816084,0.00004513185,0.00004595371],"category_scores_gemma":[0.00005047211,0.0001085328,0.00004608706,0.000373359,0.00004725265,0.0006866045,0.00006799081,0.00009216983,0.0003999977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000105467,"about_ca_system_score_gemma":0.0000856742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002467902,"about_ca_topic_score_gemma":0.000008755092,"domain_scores_codex":[0.9989381,0.00004291138,0.00020205,0.0003619333,0.0002355843,0.0002193976],"domain_scores_gemma":[0.9992585,0.00004316518,0.00005535166,0.0002869277,0.0002249746,0.000131125],"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":[0.00002803157,0.0003826534,0.002039876,0.0001485628,0.00006247788,0.0005733675,0.0009199379,0.00001618507,0.3307287,0.03239457,0.03017406,0.6025316],"study_design_scores_gemma":[0.002930479,0.001055809,0.01987261,0.0003989641,0.00005437248,0.0008635295,0.000152815,0.1142331,0.4154662,0.02561477,0.4176425,0.00171485],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3150393,0.001356016,0.6288117,0.01169486,0.005278674,0.0004419414,0.00002197694,0.0003255273,0.03703001],"genre_scores_gemma":[0.985327,0.0002586831,0.003950068,0.0009805511,0.0003701462,0.00001565904,0.00001360463,0.00001179873,0.009072488],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6702877,"threshold_uncertainty_score":0.5141295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01954936779674234,"score_gpt":0.263160143698505,"score_spread":0.2436107759017627,"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."}}