{"id":"W3196444403","doi":"10.33899/rjs.2021.168912","title":"Assessment of the Water Qualitative Characteristics of the Tigris River Passing Through the City of Mosul and Calculating the Water Quality Index Coefficient","year":2021,"lang":"en","type":"article","venue":"Mağallaẗ ʻulūm al-rāfidayn","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Alkalinity; Turbidity; Water quality; Total dissolved solids; Hydrology (agriculture); Environmental science; Potassium; Salinity; Environmental engineering; Environmental chemistry; Chemistry; Geology; Ecology; Geotechnical engineering; 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":[],"consensus_categories":[],"category_scores_codex":[0.002778648,0.0002415246,0.000399538,0.00001288889,0.0005672607,0.00005758588,0.000579646,0.00009634749,0.0004993072],"category_scores_gemma":[0.00009939737,0.00007842942,0.0002226065,0.0002114813,0.001734719,0.0001234634,0.001273449,0.0003525388,0.000005824094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001472119,"about_ca_system_score_gemma":0.00005881678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002563296,"about_ca_topic_score_gemma":0.0002543689,"domain_scores_codex":[0.9947743,0.002503796,0.0009446811,0.0003665758,0.001023037,0.0003875516],"domain_scores_gemma":[0.9980385,0.0003933455,0.0005061813,0.0009253297,0.00008904659,0.00004755492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006865319,0.0007755877,0.4726878,0.0002460541,0.0003587414,0.000003951629,0.348951,0.003348008,0.1658084,0.00498893,0.00074585,0.002017081],"study_design_scores_gemma":[0.0003829182,0.0000342046,0.8981798,0.00007137749,0.00006727214,0.000005112974,0.007106337,0.001024893,0.08366156,0.001286754,0.007998974,0.0001807934],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818336,0.00001539251,0.002477187,0.01306704,0.000281236,0.0004375268,0.00009773124,0.000009043384,0.001781251],"genre_scores_gemma":[0.9975253,0.00001026967,0.0003303188,0.00113863,0.0000273507,0.00001681383,0.00001105404,0.00001409225,0.0009261274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4254921,"threshold_uncertainty_score":0.6391646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04000394091088015,"score_gpt":0.3407205339178677,"score_spread":0.3007165930069875,"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."}}