{"id":"W4409579966","doi":"10.61091/jcmcc127a-077","title":"A Study on the Method of Analyzing Accounting Statements Based on Combinatorial Mathematics","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Innovative Educational Techniques","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accounting; Mathematics education; Mathematics; Computer science; Management science; Business; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01321079,0.0003658432,0.0009881816,0.0006378298,0.001006515,0.0003294876,0.0009613,0.0001874632,0.0000153339],"category_scores_gemma":[0.005154691,0.0002839547,0.0002318949,0.001450572,0.0002358495,0.0002322178,0.0002042893,0.000819618,0.000001475235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003417839,"about_ca_system_score_gemma":0.0008071515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006211198,"about_ca_topic_score_gemma":0.000001456389,"domain_scores_codex":[0.9947503,0.0008873197,0.001891257,0.0002895072,0.001749285,0.0004323032],"domain_scores_gemma":[0.9884084,0.006740911,0.002425137,0.0004244421,0.001896593,0.0001045454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001067582,0.003102946,0.001074094,0.0001111804,0.000210002,0.000005473724,0.008686636,0.00003767983,0.0001467871,0.9855787,0.0004571754,0.0004825571],"study_design_scores_gemma":[0.003954189,0.001551703,0.000413066,0.001400901,0.0002253053,0.000002135538,0.0192692,0.001894777,0.001921165,0.9681576,0.0008665176,0.0003434059],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9233608,0.00004357701,0.02876058,0.001850273,0.02472357,0.002079583,0.000006173887,0.00008990685,0.01908555],"genre_scores_gemma":[0.9894457,0.000005814599,0.009524828,0.00009844563,0.0008638733,0.00001207456,8.244392e-7,0.00003267381,0.00001575319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06608493,"threshold_uncertainty_score":0.9999613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04387101821826479,"score_gpt":0.4079487154000475,"score_spread":0.3640776971817827,"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."}}