{"id":"W3204108721","doi":"10.23977/trance.2021.030212","title":"Research on comprehensive evaluation of education based on TOPSIS method","year":2021,"lang":"en","type":"article","venue":"Transactions on Comparative Education","topic":"Research studies in Vietnam","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Higher education; Macro; Order (exchange); Perspective (graphical); Point (geometry); TOPSIS; Economic growth; Developing country; Business; Political science; Computer science; Economics; Engineering; Operations research; Mathematics; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01001818,0.001547577,0.001153428,0.006203511,0.0009170067,0.004569028,0.001080263,0.0005820512,0.006365479],"category_scores_gemma":[0.02124368,0.0003286006,0.001425851,0.008274477,0.001087901,0.004977539,0.001338489,0.000767144,0.0006171457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003237071,"about_ca_system_score_gemma":0.004331138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007580763,"about_ca_topic_score_gemma":0.006836159,"domain_scores_codex":[0.9833127,0.008131661,0.001147776,0.001023657,0.005885792,0.0004984105],"domain_scores_gemma":[0.9892107,0.0050252,0.0007139127,0.0004949738,0.004359944,0.0001952149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003299697,0.0003859506,0.03000764,0.002781522,0.0008780431,0.0003009647,0.004431802,0.04257654,0.00592931,0.06695808,0.0050836,0.8403366],"study_design_scores_gemma":[0.0003005585,0.002565077,0.09642945,0.002405655,0.001536136,0.0007221116,0.02695203,0.6747965,0.01796461,0.1352271,0.04073782,0.0003629558],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1650792,0.003202479,0.7650661,0.001155423,0.0002045364,0.001661882,0.0005424558,0.0007938243,0.0622941],"genre_scores_gemma":[0.7686225,0.002197671,0.2236815,0.0000694072,0.00003728388,0.0007272598,0.0006094033,0.00005032736,0.004004634],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01001818,"threshold_uncertainty_score":0.05298185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2919536569941558,"score_gpt":0.5469431463153526,"score_spread":0.2549894893211967,"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."}}