{"id":"W2081811726","doi":"10.4236/gep.2014.22008","title":"Mathematical Equations for Reducing Water Pollution Problems among Poultry Production Clusters in Nong Khai Province, Thailand","year":2014,"lang":"en","type":"article","venue":"Journal of Geoscience and Environment Protection","topic":"Fish Biology and Ecology Studies","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Agency for International Development; International Development Research Centre; United States Agency for International Development","keywords":"Production (economics); Pollution; Environmental science; Geography; Water pollution; Agricultural science; Water resource management; Environmental engineering; Environmental protection; Hydrology (agriculture); Engineering; Ecology; Economics; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.001131263,0.00007304466,0.0001226176,0.00003284156,0.0003194131,0.00002129376,0.00005966164,0.00007926772,0.00001331227],"category_scores_gemma":[0.0001237451,0.00002739146,0.00003393184,0.00005855333,0.0001648142,0.0003264929,0.00002830325,0.0001171637,0.000002364949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004407705,"about_ca_system_score_gemma":0.000003297949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002589229,"about_ca_topic_score_gemma":0.0001003261,"domain_scores_codex":[0.9992424,0.00006072914,0.0002506272,0.0001692495,0.00009637771,0.0001806154],"domain_scores_gemma":[0.9997452,0.00003936578,0.0001437002,0.00002423643,0.00001515836,0.00003230502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000264368,0.0005625901,0.1285347,0.0001203187,0.00003469388,0.00000148737,0.001337439,0.006185847,0.675157,0.0001317988,0.0001021816,0.1875676],"study_design_scores_gemma":[0.000639731,0.002891063,0.9676827,0.0001762253,0.00004560764,0.00008293658,0.00162152,0.009678318,0.007060571,0.007060946,0.002757336,0.0003030025],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889941,0.00001785425,0.005777251,0.004618096,0.0001369494,0.0004204997,8.229924e-7,0.000005464747,0.00002893577],"genre_scores_gemma":[0.9992294,0.0000456626,0.0002661912,0.00003956792,0.0001436671,0.00004189568,0.000002139941,5.577742e-7,0.0002309035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.839148,"threshold_uncertainty_score":0.2456699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01599523016293085,"score_gpt":0.1857630723441366,"score_spread":0.1697678421812057,"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."}}