{"id":"W4388041479","doi":"10.1109/asyu58738.2023.10296655","title":"ASYU 2023 Cover Page","year":2023,"lang":"en","type":"article","venue":"","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Cover (algebra); Computer science; 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":["insufficient_payload"],"category_scores_codex":[0.0003386098,0.00068196,0.000663673,0.001028155,0.001242656,0.003838822,0.000485944,0.001346983,0.865828],"category_scores_gemma":[0.001113816,0.0002253334,0.000429206,0.001112899,0.0003698787,0.00109753,0.001333785,0.001074281,0.754437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008117955,"about_ca_system_score_gemma":0.001012496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001872563,"about_ca_topic_score_gemma":0.004614855,"domain_scores_codex":[0.9997926,0.00002030481,0.000005439632,0.00003244056,0.00009989089,0.00004925214],"domain_scores_gemma":[0.9993888,0.00006847735,0.00002438894,0.00006788182,0.0002162986,0.0002340421],"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":[0.00008023743,0.00003135967,0.0001504405,0.0000761208,0.000002769143,0.00004406803,0.00001024889,0.0000808524,0.0006003669,0.00283254,0.9488724,0.04721862],"study_design_scores_gemma":[0.00001449393,0.00003366534,0.001264604,0.00005814075,0.000002316325,0.00003353575,0.00003281894,0.00018012,0.0003419605,0.00139251,0.9966412,0.000004634932],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000918415,0.0005696994,0.0004591615,0.0008693592,0.003416749,0.00006976866,0.003151446,0.0007315637,0.9898137],"genre_scores_gemma":[0.001450243,0.0001848484,0.0001130333,0.0001547225,0.0002921191,0.00001402823,0.0009129771,0.0001725088,0.9967055],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.134172,"threshold_uncertainty_score":0.19138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06533634085654728,"score_gpt":0.2116058249149637,"score_spread":0.1462694840584164,"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."}}