{"id":"W4214757601","doi":"10.24996/ijs.2022.63.2.6","title":"Evaluation of the Effects of Tigris River Water Quality on the Rotifers Community in Northern Baghdad by using the Canadian Water Quality Index (CCME-WQI)","year":2022,"lang":"en","type":"article","venue":"Iraqi Journal of Science","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rotifer; Water quality; Abundance (ecology); Environmental science; Index (typography); Population density; Population; Fishery; Geography; Ecology; Hydrology (agriculture); Biology; Demography","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":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.0366626,0.0001051069,0.0001726871,0.00008084636,0.001515682,0.00003993965,0.001414399,0.00003121858,0.0002627848],"category_scores_gemma":[0.0003292622,0.00004407669,0.00009432587,0.0004531049,0.002006168,0.0002672149,0.0004108753,0.0006687876,0.000004381279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001566991,"about_ca_system_score_gemma":0.0003207496,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2407817,"about_ca_topic_score_gemma":0.1370715,"domain_scores_codex":[0.990141,0.006095017,0.0005864018,0.0001301782,0.002729294,0.0003181501],"domain_scores_gemma":[0.9986418,0.0002734509,0.0003910158,0.0004845823,0.0001179556,0.00009114161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007734138,0.0004192611,0.4456971,0.00002790022,0.00003515858,0.000001552807,0.08140916,0.09160794,0.3784445,0.0001550801,0.0001793994,0.001945551],"study_design_scores_gemma":[0.0005397815,0.0001391512,0.8037857,0.00003754515,0.00003408211,0.000006975325,0.003999759,0.001453767,0.1879326,0.001482629,0.0004658666,0.0001222327],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957603,0.00001229563,0.00002576862,0.003141622,0.0002907513,0.0003191643,0.00001442875,0.000001285874,0.0004343897],"genre_scores_gemma":[0.9993466,0.000001038844,0.00001130662,0.0005928788,0.000009087647,0.000005219764,6.316006e-7,0.000003946979,0.0000293006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3580885,"threshold_uncertainty_score":0.9997842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08158540834088147,"score_gpt":0.3373857516985419,"score_spread":0.2558003433576604,"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."}}