{"id":"W2979181035","doi":"10.5267/j.msl.2019.9.029","title":"Analysis of economic development of Ukraine regions based on taxonomy method","year":2019,"lang":"en","type":"article","venue":"Management Science Letters","topic":"Economic Issues in Ukraine","field":"Economics, Econometrics and Finance","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Taxonomy (biology); Computer science; Process management; Business; Ecology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002234056,0.0001589791,0.0005778403,0.00240949,0.00007805754,0.00003265787,0.0008251189,0.00002985631,0.0007470567],"category_scores_gemma":[0.0000204902,0.0001877213,0.0001779451,0.001126224,0.0002191868,0.0002054948,0.000170739,0.00006633681,0.0003579871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003800894,"about_ca_system_score_gemma":0.00001782569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004844482,"about_ca_topic_score_gemma":0.000009036691,"domain_scores_codex":[0.9980147,0.00001467423,0.0008858277,0.0006746658,0.0000810679,0.00032899],"domain_scores_gemma":[0.9982851,0.00008449174,0.0006863778,0.0008766641,0.000009440493,0.00005799427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003778697,0.0001925667,0.1505102,0.000150867,0.001148633,0.000002676408,0.001381907,0.4234262,0.0006141244,0.4179202,0.0007080429,0.003906806],"study_design_scores_gemma":[0.002042906,0.0001500576,0.1758617,0.00008246393,0.00025484,3.650166e-7,0.0003929807,0.6050355,0.004700729,0.001125013,0.2092699,0.00108352],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5868679,0.00003768541,0.1745844,0.002429236,0.0006963245,0.0009921385,0.00005359807,0.00003850263,0.2343001],"genre_scores_gemma":[0.9130272,0.000004050048,0.08522039,0.001231842,0.00001184658,0.00004165137,0.00001165194,0.00001132655,0.0004399944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4167952,"threshold_uncertainty_score":0.8179747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03787796640156408,"score_gpt":0.252965803006909,"score_spread":0.2150878366053449,"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."}}