{"id":"W4411668141","doi":"10.28924/2291-8639-23-2025-154","title":"A Multivariate Functional Analysis of Cryptocurrency Accounting and Its Impact on Market Valuation: Mathematical Modeling of Thai Listed Companies","year":2025,"lang":"en","type":"article","venue":"International Journal of Analysis and Applications","topic":"Financial Reporting and Valuation Research","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Valuation (finance); Cryptocurrency; Multivariate statistics; Accounting; Mathematics; Business; Econometrics; Statistics; Computer science","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":[0.001341965,0.0001038879,0.0004248916,0.00219356,0.00009422034,0.0001226026,0.0001786629,0.00004303294,0.0003814007],"category_scores_gemma":[0.0005426125,0.00008182321,0.0003324065,0.001997706,0.00004077239,0.0002767412,0.00008203315,0.0001167325,0.00000206982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002967721,"about_ca_system_score_gemma":0.00007291468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008914984,"about_ca_topic_score_gemma":0.000012286,"domain_scores_codex":[0.9981869,0.0000245856,0.0008997655,0.0001560103,0.0006465012,0.00008617219],"domain_scores_gemma":[0.9963648,0.0002689272,0.001000972,0.0001100876,0.002239163,0.00001609711],"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":[0.0007230227,0.001233713,0.2485785,0.0002996279,0.02866482,0.000003059296,0.0002375637,0.4644668,0.001947721,0.2157975,0.0002213691,0.03782625],"study_design_scores_gemma":[0.0002700846,0.00001042695,0.2091292,0.00007023136,0.002602732,7.85492e-7,0.00008333562,0.7817102,0.00002226906,0.005980899,0.00006594781,0.00005387415],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8107462,0.0001733076,0.1854247,0.0004750988,0.00004165724,0.0001438748,0.00002146174,0.000007148636,0.002966551],"genre_scores_gemma":[0.9993331,0.0000328822,0.000318152,0.00003917286,0.0001268466,0.00001201091,0.00003265917,0.000003895796,0.0001012088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3172433,"threshold_uncertainty_score":0.417607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05652354994117062,"score_gpt":0.3861444399252307,"score_spread":0.32962088998406,"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."}}