{"id":"W4206612043","doi":"10.1109/mias.2021.3071050","title":"Table of Contents","year":2021,"lang":"en","type":"article","venue":"IEEE Industry Applications Magazine","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Table (database); Computer science; Engineering; Process engineering; Database","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001482215,0.00007777184,0.0002460184,0.00007040661,0.00007386894,0.00002573804,0.000162348,0.0001162703,0.006512277],"category_scores_gemma":[0.00003138703,0.00009838381,0.00005551282,0.0003737961,0.00009355996,0.000105235,0.00005223573,0.0001401442,0.01085692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002702795,"about_ca_system_score_gemma":0.00002187188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002032934,"about_ca_topic_score_gemma":0.000003603283,"domain_scores_codex":[0.9990996,0.000003644333,0.0004076001,0.0003090933,0.00002152651,0.0001585603],"domain_scores_gemma":[0.9992425,0.00002058958,0.000214801,0.0003864618,0.00008290994,0.00005266864],"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":[0.000006285894,0.0004230661,0.02897086,0.00004612116,0.0001713803,0.000004084572,0.0001300071,0.0002646133,0.002060676,0.3006981,0.6659466,0.001278184],"study_design_scores_gemma":[0.0003245104,0.000006219107,0.002998891,0.000006629361,0.000006651183,0.000003893093,0.0001670765,0.0001214001,0.003187082,0.004679191,0.9883739,0.0001245422],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02512606,0.001093338,0.003495449,0.0006620596,0.0008969505,0.0002328391,0.001247396,0.000038053,0.9672078],"genre_scores_gemma":[0.5061574,0.0001022522,0.0008657506,0.0002004971,0.0001359146,0.0001210049,0.000032189,0.0000127103,0.4923723],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4810314,"threshold_uncertainty_score":0.9943959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06131537507388053,"score_gpt":0.2399737419388401,"score_spread":0.1786583668649596,"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."}}