{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004027213,0.0002858463,0.0006882374,0.0002867905,0.0002631575,0.0002741656,0.001157903,0.0001128389,0.003447715],"category_scores_gemma":[0.00005799848,0.0002222155,0.0001367237,0.0004217376,0.0003208999,0.001727932,0.001053529,0.0003251538,0.000006264421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00115557,"about_ca_system_score_gemma":0.0002265858,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.513668,"about_ca_topic_score_gemma":0.1469288,"domain_scores_codex":[0.9956391,0.0006816654,0.00149706,0.0005085953,0.0010386,0.0006349091],"domain_scores_gemma":[0.9985213,0.0001822083,0.0006576462,0.000361229,0.00007727315,0.0002003824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001525035,0.000131839,0.7371082,0.0001978833,0.00006314569,0.000008931139,0.0005860107,0.005378694,0.2502,0.00004860131,0.004492925,0.001631246],"study_design_scores_gemma":[0.0008260928,0.00001010738,0.8590066,0.0001426857,0.00002511501,0.000003355626,0.0003751016,0.001000753,0.1326784,0.001675903,0.003894489,0.0003613339],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956343,0.0000195542,0.001212314,0.0009752184,0.0006547039,0.0007933037,0.0002589897,0.00002196974,0.0004296006],"genre_scores_gemma":[0.9986013,0.00009663869,0.0004911433,0.0004442686,0.00005746594,0.00003445317,0.00006996707,0.00002592792,0.0001788319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3667392,"threshold_uncertainty_score":0.9974633,"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."}}