{"id":"W3207004240","doi":"10.1109/mias.2021.3103373","title":"IEEE IAS 2021 Award Winners [Awards]","year":2021,"lang":"en","type":"article","venue":"IEEE Industry Applications Magazine","topic":"Advanced Data and IoT Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Business; Engineering; Management; Accounting; Economics","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":[0.00005667356,0.0002253331,0.000217927,0.00009862053,0.0001044144,0.00004575514,0.0003550442,0.000483796,0.0002572489],"category_scores_gemma":[0.00003370114,0.0002515506,0.00006156488,0.0009062563,0.0001032755,0.0002340139,0.00005285502,0.0008690757,0.001331996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001025847,"about_ca_system_score_gemma":0.00005914144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001631163,"about_ca_topic_score_gemma":0.000006853492,"domain_scores_codex":[0.998829,0.00001124395,0.0002905035,0.0003584411,0.00015986,0.0003509636],"domain_scores_gemma":[0.9987231,0.00004562337,0.00004114306,0.0009820713,0.0001056665,0.0001024231],"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":[0.000005509081,0.0001856647,0.0005675289,0.0001161534,0.0001682502,0.00009407027,0.00004796267,0.05741159,0.2878108,0.00316018,0.4421502,0.208282],"study_design_scores_gemma":[0.0002340762,0.00001044413,0.000321573,0.0000233182,0.00002721437,0.00005378454,0.0001490977,0.001414662,0.1577468,0.001215512,0.8384531,0.0003504166],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1506957,0.002600525,0.7478559,0.006511538,0.00268085,0.001426802,0.001073028,0.006168046,0.08098761],"genre_scores_gemma":[0.9356674,0.001719582,0.04140389,0.0005114545,0.002171385,0.001920312,0.0007344647,0.0002392196,0.01563233],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7849717,"threshold_uncertainty_score":0.9999937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01642159422273484,"score_gpt":0.2574324643352319,"score_spread":0.2410108701124971,"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."}}