{"id":"W4323250764","doi":"10.58629/ijaq.v11i1.200","title":"Assessment of Water Quality of Shatt al Arab River in north of Basra","year":2022,"lang":"en","type":"article","venue":"IRAQI JOURNAL OF AQUACULTURE","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Water quality; Environmental science; Nitrate; Hydrology (agriculture); Salinity; Phosphate; Nitrite; Range (aeronautics); Environmental chemistry; Animal science; Chemistry; Ecology; Geology; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00155506,0.0001196577,0.000430834,0.00007521544,0.00005107731,0.000005350318,0.0003762139,0.00004396681,0.002409713],"category_scores_gemma":[0.00001463129,0.00008006576,0.0002006114,0.0002369652,0.0001825274,0.0002125848,0.0002215601,0.0003794868,0.000003865398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002140107,"about_ca_system_score_gemma":0.00004005115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005600582,"about_ca_topic_score_gemma":0.0002776385,"domain_scores_codex":[0.9971297,0.0004970194,0.001062758,0.000134221,0.0009949589,0.0001812955],"domain_scores_gemma":[0.9988669,0.00003905765,0.0008033935,0.0001780078,0.00004235214,0.00007036046],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002219291,0.001417891,0.7781546,0.00009649912,0.0001121977,0.00002705698,0.01391253,0.02802564,0.1735499,0.0006340231,0.003212739,0.0006350445],"study_design_scores_gemma":[0.001099468,0.0004053315,0.9736188,0.00002339068,0.00002391188,0.00001881562,0.001289679,0.00005695662,0.01589015,0.0003954031,0.00705558,0.0001224903],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974188,0.00003652881,0.0001223653,0.0009424232,0.000120198,0.0001028914,0.00009304655,0.000001965821,0.001161847],"genre_scores_gemma":[0.9980372,0.00001723267,0.001472027,0.0002535951,0.00001603077,0.000002141192,0.00001023088,0.000005510151,0.0001860022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1954642,"threshold_uncertainty_score":0.9985022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03102270469006358,"score_gpt":0.3145533769138623,"score_spread":0.2835306722237987,"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."}}