{"id":"W2549826217","doi":"","title":"Assessment of water quality in main branches of Shatt Al Arab River","year":2015,"lang":"en","type":"article","venue":"","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Water quality; Turbidity; Environmental science; Hydrology (agriculture); Sewage; Recreation; Biochemical oxygen demand; Water pollution; Nitrate; Fecal coliform; Wastewater; Environmental engineering; Ecology; Chemical oxygen demand; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001234853,0.0002115743,0.0001958888,0.0008171094,0.0005747615,0.0005523133,0.0001817566,0.0002396204,0.0005248297],"category_scores_gemma":[0.0002031496,0.0001032468,0.0002069506,0.001278599,0.0002284452,0.0002383864,0.0002842883,0.0001738356,0.00009963725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008818275,"about_ca_system_score_gemma":0.001313093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1691284,"about_ca_topic_score_gemma":0.4136553,"domain_scores_codex":[0.9997355,0.00001530066,0.00001006414,0.00003675254,0.0001568939,0.00004550902],"domain_scores_gemma":[0.9998181,0.00001184803,0.00003180715,0.000003441031,0.0001074918,0.00002731458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002315452,0.00009763966,0.8831482,0.000139717,0.00006312748,0.0004892792,0.001120269,0.001573962,0.08186401,0.000135351,0.0005364437,0.03060045],"study_design_scores_gemma":[0.000003768949,0.0001235881,0.9892058,0.00001521998,0.00001860904,0.00009637727,0.001421999,0.001993519,0.005642242,0.00004759478,0.001415278,0.00001588055],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972261,0.0001402173,0.0003545125,0.00001743578,0.000002730931,0.00002204686,0.0003313142,0.00001064861,0.00189506],"genre_scores_gemma":[0.9969372,0.0002548216,0.0008523315,0.00001420987,0.000001737913,0.00001611891,0.0005782804,0.000002887686,0.001342332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1691284,"threshold_uncertainty_score":0.3362879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06489484514786963,"score_gpt":0.3467826379561117,"score_spread":0.2818877928082421,"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."}}