{"id":"W4409605034","doi":"10.61091/jcmcc127b-305","title":"Research on corporate profitability prediction model integrating fuzzy logic and financial ratios","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Collaboration in agile enterprises","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Jilin Office of Philosophy and Social Science","keywords":"Profitability index; Fuzzy logic; Business; Finance; Computer science; Econometrics; Artificial intelligence; Economics","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":[0.003779293,0.0002454138,0.0005297367,0.0006213546,0.00065663,0.0007798817,0.0002831471,0.0001667296,0.000003800516],"category_scores_gemma":[0.002675355,0.0002138659,0.0000803643,0.0009812694,0.0001570099,0.0006120254,0.0003614971,0.00074643,0.000002599424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001262404,"about_ca_system_score_gemma":0.0002491075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001147221,"about_ca_topic_score_gemma":0.000001858295,"domain_scores_codex":[0.9975603,0.00008599941,0.001077109,0.0002836526,0.000701753,0.0002911371],"domain_scores_gemma":[0.9961421,0.0006373991,0.001071461,0.0002152835,0.001895863,0.00003786424],"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":[0.000203936,0.0003520099,0.001341176,0.0003578429,0.0000251271,0.000005095165,0.0002080093,0.0006648235,0.0002266899,0.9940381,0.001186274,0.001390904],"study_design_scores_gemma":[0.002145402,0.0001957615,0.0003488968,0.0005828633,0.0000511711,0.000003912784,0.0005893232,0.08889745,0.00008562142,0.9066368,0.0003105742,0.0001521756],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9683293,0.0001156192,0.01162035,0.0006695143,0.01085833,0.0006526142,0.000002861852,0.00006378749,0.007687638],"genre_scores_gemma":[0.996552,0.0000111525,0.001345998,0.000137547,0.001910791,0.000007743742,0.00000224796,0.00001868474,0.00001383192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08823263,"threshold_uncertainty_score":0.8721197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03951545893035772,"score_gpt":0.300927323650689,"score_spread":0.2614118647203313,"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."}}