{"id":"W6888838581","doi":"10.22034/ewe.2022.339853.1771","title":"Golin River Water Quality Assessment in Kermanshah Province Using Canada Water Quality Index (CWQI) for Construction of Fish Breeding Centers","year":2023,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Water quality; Index (typography); Fish <Actinopterygii>; Fish farming; Index method; Agriculture","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":[0.0003069247,0.0002835641,0.0001651108,0.001186309,0.0005973678,0.0005137745,0.0002393724,0.0001751654,0.0005619418],"category_scores_gemma":[0.0004214043,0.00009061633,0.0002514614,0.00164859,0.0003079224,0.0002444758,0.000423685,0.000159761,0.00005898161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003156281,"about_ca_system_score_gemma":0.005192414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4549621,"about_ca_topic_score_gemma":0.676796,"domain_scores_codex":[0.9997471,0.00002628516,0.00001609362,0.0000336359,0.00009724632,0.00007958615],"domain_scores_gemma":[0.9997155,0.00002125117,0.00006548064,0.000007020067,0.0001495387,0.00004116612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007063367,0.00004730124,0.9613209,0.00009982254,0.0000584299,0.0004530332,0.0007171804,0.001126641,0.003561206,0.0002127029,0.0008035609,0.0315286],"study_design_scores_gemma":[0.000005216642,0.00003512505,0.994696,0.00001609151,0.00001949712,0.00007735565,0.001565624,0.001611867,0.0005767534,0.00003947916,0.001347942,0.000009205201],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980666,0.0001369065,0.0002578481,0.00007199251,0.000003689011,0.00002221163,0.0003684033,0.00001107513,0.001061205],"genre_scores_gemma":[0.997729,0.0001565462,0.0009812544,0.0000216339,0.000003370805,0.00002047206,0.0005208051,0.000003327672,0.0005636297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4549621,"threshold_uncertainty_score":0.9046279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.315707312887914,"score_gpt":0.5390328800674049,"score_spread":0.2233255671794909,"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."}}