{"id":"W4401188480","doi":"10.21608/ejabf.2024.369540","title":"Water Quality of the Tigris River in Rashidieh Area - North of Mosul - Iraq Using the Canadian Indicator","year":2024,"lang":"en","type":"article","venue":"Egyptian Journal of Aquatic Biology and Fisheries","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fishery; Geography; Water quality; Environmental science; Biology; Ecology","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":[0.0009732884,0.00007105177,0.0001739432,0.00004528183,0.0001010418,0.00001449724,0.0001830958,0.00007220647,0.0003515191],"category_scores_gemma":[0.00003391191,0.00003241805,0.00005842122,0.0001116667,0.001043922,0.0001037965,0.00005417145,0.0002105986,0.00000332309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006598748,"about_ca_system_score_gemma":0.00008706889,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02646064,"about_ca_topic_score_gemma":0.1012177,"domain_scores_codex":[0.998895,0.0003571149,0.0004211447,0.00007805078,0.0001091368,0.0001395292],"domain_scores_gemma":[0.9995995,0.00008093724,0.0001529987,0.0001069763,0.000005908439,0.00005365715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002209254,0.00001799229,0.9836812,0.00002394886,0.00004617928,0.000004008839,0.01315395,0.00005055393,0.001651024,0.0003820728,0.0003769573,0.0005899987],"study_design_scores_gemma":[0.000185635,0.00009722902,0.9831517,0.00004546073,0.00002972741,0.00002444373,0.0007141478,0.0001156856,0.002339103,0.004468869,0.008747622,0.00008032077],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993876,0.0001470476,0.00008523317,0.005312703,0.0001784068,0.00006088274,0.00001854266,0.000001110354,0.0003200792],"genre_scores_gemma":[0.9994717,0.00002485372,0.0001823321,0.0002383772,0.0000184409,6.278474e-7,0.000001171334,0.00000265875,0.0000598329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07475708,"threshold_uncertainty_score":0.9800223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04718079779984963,"score_gpt":0.282468641853376,"score_spread":0.2352878440535264,"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."}}