{"id":"W4409791042","doi":"10.61091/jcmcc127a-459","title":"Comprehensive Evaluation Model Construction of Multidimensional Financial Indicators Based on Entropy Weight Method","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Research studies in Vietnam","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Entropy (arrow of time); Econometrics; Computer science; Mathematics; Physics; Thermodynamics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002307754,0.0008303397,0.00102604,0.003641251,0.0007020988,0.002433767,0.001127956,0.0006827007,0.001798987],"category_scores_gemma":[0.004326037,0.000308523,0.001262665,0.002577123,0.0007951091,0.003511544,0.001451532,0.000729292,0.0001571609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001768344,"about_ca_system_score_gemma":0.002334366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008427231,"about_ca_topic_score_gemma":0.005030273,"domain_scores_codex":[0.9979665,0.0006512273,0.0001412942,0.0003567488,0.0006964905,0.000187803],"domain_scores_gemma":[0.998646,0.0005229417,0.0001418305,0.0000901864,0.000530651,0.00006856389],"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":[0.0001085246,0.0001064272,0.01062531,0.0002409902,0.0002259417,0.0002182547,0.0003023591,0.6525843,0.002593273,0.2200018,0.002666736,0.110326],"study_design_scores_gemma":[0.000004484688,0.00002687179,0.0008828575,0.00001696864,0.00004046896,0.00003175475,0.00004393047,0.9703279,0.0004127947,0.02760361,0.00059239,0.00001585768],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04837488,0.0003550927,0.9465993,0.0002487588,0.00003458903,0.00009271118,0.0001793577,0.0001135234,0.004001767],"genre_scores_gemma":[0.8965765,0.0005264669,0.09902513,0.00004507589,0.00004774435,0.0002761367,0.0005088631,0.00002833768,0.002965773],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008427231,"threshold_uncertainty_score":0.01675636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01503875169221714,"score_gpt":0.3103647214864938,"score_spread":0.2953259697942767,"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."}}