{"id":"W2967873585","doi":"10.1088/1757-899x/584/1/012029","title":"Water quality index of Tigris River on Waist Governorate for aquatic life","year":2019,"lang":"en","type":"article","venue":"IOP Conference Series Materials Science and Engineering","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Turbidity; Water quality; Total dissolved solids; Environmental science; Wastewater; Index (typography); Biochemical oxygen demand; Sewage treatment; Phosphorus; Environmental engineering; Hydrology (agriculture); Total suspended solids; Aquatic ecosystem; Chemical oxygen demand; Environmental chemistry; Ecology; Chemistry; Biology; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001080267,0.0001423855,0.000235189,0.00004300076,0.00009792845,0.0001190427,0.0002362184,0.00004592424,0.0006389666],"category_scores_gemma":[0.00008197786,0.0001050657,0.00002104223,0.0001167445,0.0003791194,0.0005797822,0.0001505774,0.00004311094,0.0001282565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000068829,"about_ca_system_score_gemma":0.00004480009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003756517,"about_ca_topic_score_gemma":0.00001188454,"domain_scores_codex":[0.9986612,0.00002723749,0.0002998686,0.0002960761,0.0003885632,0.0003270276],"domain_scores_gemma":[0.999527,0.00003213791,0.00007935944,0.0002222604,0.00002778057,0.0001114003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000634946,0.00001711196,0.001143824,0.00009701004,0.00000449425,2.150068e-7,0.0009847545,0.001279328,0.991533,0.004683957,0.00002777329,0.0001649765],"study_design_scores_gemma":[0.0003215215,0.0001952967,0.06583327,0.00004589478,0.00000558913,0.000001237713,0.0001868848,0.001509161,0.9278236,0.0004438123,0.003386742,0.0002469776],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974986,0.000001988137,0.0007008759,0.0003793545,0.000391333,0.0002516825,0.00003731621,0.00002674367,0.0007121636],"genre_scores_gemma":[0.9990035,0.000008124907,0.0004292587,0.0001138337,0.00002142812,0.00001966487,0.000004740923,0.00000715706,0.0003922445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06468944,"threshold_uncertainty_score":0.6996236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02493595571032375,"score_gpt":0.2478346251303545,"score_spread":0.2228986694200307,"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."}}