{"id":"W7003428130","doi":"","title":"Chunyan Yu","year":2018,"lang":"en","type":"article","venue":"Scholarly Commons (Embry–Riddle Aeronautical University)","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Benchmarking; Bachelor; Productivity; Transport economics; Public transport; Air transport; Administration (probate law)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006144318,0.0002536853,0.0004882407,0.0005246704,0.0007916229,0.0004069164,0.0009049884,0.0001800935,0.007389898],"category_scores_gemma":[0.0002067003,0.0003191649,0.0002170691,0.0007851234,0.0008121699,0.001812684,0.0006286491,0.0004195491,0.04746779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002956607,"about_ca_system_score_gemma":0.00004898345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002387352,"about_ca_topic_score_gemma":0.0001586355,"domain_scores_codex":[0.9980119,0.00004018604,0.0004121425,0.0008001618,0.00007928221,0.0006563464],"domain_scores_gemma":[0.9985541,0.00009032644,0.0001881103,0.0007230653,0.0001195503,0.0003248107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006127293,0.0001764567,0.0176773,0.000008610512,0.0001509932,0.00003419321,0.0003280815,0.000003340452,0.00001937827,0.9253722,0.05532721,0.0008409763],"study_design_scores_gemma":[0.0009960625,0.0001559089,0.01461706,0.00001438503,0.00002688463,0.000005386778,0.0005568214,0.0002949591,0.00006560939,0.006393947,0.9764299,0.0004430593],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09621203,0.0002967429,0.0009624005,0.001073445,0.001863906,0.0001785494,0.0003308232,0.0001549449,0.8989272],"genre_scores_gemma":[0.7485321,0.00004935848,0.0007881577,0.0003546884,0.0001903081,0.000001111549,0.00001394419,0.00002285448,0.2500475],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9211027,"threshold_uncertainty_score":0.999926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05079014838459284,"score_gpt":0.1971228469597713,"score_spread":0.1463326985751785,"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."}}