{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001823646,0.0006620577,0.0009077754,0.001983647,0.001296554,0.003199564,0.001683372,0.0008931984,0.002586493],"category_scores_gemma":[0.003229536,0.0004942573,0.0008186279,0.001302051,0.0005459558,0.003194646,0.00229489,0.001241457,0.0007979548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008022422,"about_ca_system_score_gemma":0.002019063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003514438,"about_ca_topic_score_gemma":0.002260432,"domain_scores_codex":[0.9988273,0.0002369701,0.0001466665,0.0003083807,0.0003587534,0.0001219676],"domain_scores_gemma":[0.9988168,0.0003344716,0.0001128666,0.0001922846,0.0003887386,0.0001548462],"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":[0.001114527,0.0008963688,0.02662581,0.0008962081,0.0005759049,0.002491427,0.001420357,0.3210345,0.02625796,0.05806139,0.03698369,0.5236418],"study_design_scores_gemma":[0.00007538708,0.0001095724,0.002698346,0.00007363611,0.00009991795,0.0001607117,0.0002908367,0.9447314,0.01006937,0.02408387,0.01754639,0.000060558],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05244831,0.0004223739,0.9235737,0.001878982,0.0003296451,0.0006209939,0.001375532,0.01044165,0.008908777],"genre_scores_gemma":[0.6956027,0.0005241755,0.295553,0.0006235664,0.0002010258,0.0007275367,0.003340141,0.0001738604,0.00325399],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003514438,"threshold_uncertainty_score":0.009644508,"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."}}