{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001742073,0.001370162,0.0009839099,0.002705471,0.001787281,0.005778665,0.00121333,0.004516028,0.3840209],"category_scores_gemma":[0.003024288,0.0004830168,0.0007850474,0.001417501,0.0005260424,0.00196156,0.003357033,0.002930374,0.4243437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001280012,"about_ca_system_score_gemma":0.003250087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002017836,"about_ca_topic_score_gemma":0.005259847,"domain_scores_codex":[0.9986946,0.0000777256,0.00003411172,0.0001336261,0.0007661726,0.0002937107],"domain_scores_gemma":[0.9959373,0.0001254926,0.00007047343,0.0001412463,0.001757875,0.00196757],"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":[0.00004608835,0.00006256888,0.0001838681,0.00004495289,0.000006847385,0.00006757682,0.000008507668,0.0001536138,0.0003409463,0.00300397,0.9357318,0.06034934],"study_design_scores_gemma":[0.00001481962,0.00004090403,0.0005279816,0.00004173614,0.000006305844,0.00006138677,0.00003648138,0.0004406632,0.0001649769,0.001679842,0.9969772,0.000007694111],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00204872,0.004141184,0.003344146,0.03348049,0.122808,0.0001957073,0.001440989,0.0006997468,0.831841],"genre_scores_gemma":[0.002870468,0.001117176,0.0003378854,0.001085898,0.004182006,0.00003595933,0.0004650675,0.0000948962,0.9898107],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3840209,"threshold_uncertainty_score":0.8786194,"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."}}