{"id":"W4411833910","doi":"10.23977/acss.2025.090219","title":"Construction of Environmental Management Decision Support System Based on Big Data","year":2025,"lang":"en","type":"article","venue":"Advances in Computer Signals and Systems","topic":"E-commerce and Technology Innovations","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Big data; Decision support system; Computer science; Data science; Business; Data mining","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":[0.0003317562,0.0001157729,0.0002210369,0.0005033792,0.00007719441,0.00006098502,0.0002935886,0.0000567105,0.000005494772],"category_scores_gemma":[0.000003782117,0.0001040505,0.00001850156,0.0003764444,0.00009069243,0.0003959318,0.0002593678,0.00007225962,0.000008986379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002271697,"about_ca_system_score_gemma":0.000005061367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000265282,"about_ca_topic_score_gemma":0.000009757168,"domain_scores_codex":[0.9990027,0.00001142917,0.0004132302,0.0003039309,0.0001476228,0.0001211055],"domain_scores_gemma":[0.9992894,0.00007599348,0.0001714176,0.0004395012,0.00001969744,0.000004013308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004754575,0.0001495164,0.08178413,0.001239834,0.00004250064,0.00002199472,0.000005800272,0.004077307,0.00004593972,0.1618104,0.001096864,0.7496782],"study_design_scores_gemma":[0.003250246,0.0001017952,0.02248057,0.003956389,0.000111933,0.00001234408,0.001516097,0.8384233,0.00007759302,0.003938329,0.1256018,0.0005296323],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1107701,0.001396554,0.8668112,0.0004182683,0.004415519,0.0009186981,0.00005228047,0.0001568487,0.01506051],"genre_scores_gemma":[0.9968616,0.00006431644,0.002534804,0.0002854053,0.0001554435,0.00001797626,0.00005732967,0.000006048418,0.00001711664],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8860914,"threshold_uncertainty_score":0.4243054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02098038296740324,"score_gpt":0.2471667848881054,"score_spread":0.2261864019207022,"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."}}