{"id":"W4387822936","doi":"10.1002/tqem.22115","title":"Physicochemical and biological characteristics of River Hindon at Galheta station from 2009 to 2020","year":2023,"lang":"en","type":"article","venue":"Environmental Quality Management","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"SRM Institute of Science and Technology","keywords":"Biochemical oxygen demand; Alkalinity; Water quality; Chemical oxygen demand; Total suspended solids; Total dissolved solids; Environmental science; Hydrology (agriculture); Environmental engineering; Chemistry; Wastewater; Ecology; Biology; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003805231,0.0001665514,0.0002180326,0.00002764276,0.00009219805,0.00001436906,0.0001604192,0.00005595134,0.002084248],"category_scores_gemma":[0.000007595362,0.0001570247,0.00005617821,0.0001308576,0.000252893,0.00008985796,0.0009296911,0.00006929103,0.00209145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000245298,"about_ca_system_score_gemma":8.672029e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000275569,"about_ca_topic_score_gemma":0.00000908234,"domain_scores_codex":[0.9983032,0.0001732295,0.0003959692,0.0004485898,0.0004319572,0.0002470403],"domain_scores_gemma":[0.9993958,0.00005971474,0.0001301426,0.0002726327,8.470116e-7,0.0001408784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004334383,0.001047671,0.5921625,0.00009048775,0.0002044498,0.00004888004,0.006889298,0.0004041076,0.3299904,0.0008996594,0.02362004,0.04420898],"study_design_scores_gemma":[0.000360572,0.00006408215,0.9819371,0.000008753495,0.00001836548,3.622019e-7,0.0002892429,0.00009745626,0.006021756,0.0005858863,0.01041886,0.000197589],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973238,0.000007477051,0.0003472551,0.0007568629,0.00007493731,0.000345095,0.0005754234,0.00004060485,0.0005285825],"genre_scores_gemma":[0.9964572,0.0001296761,0.00112753,0.0005057427,0.00003084438,0.00002947745,0.0005519484,0.000009773144,0.001157815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3897745,"threshold_uncertainty_score":0.998828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0281976717584167,"score_gpt":0.273857331833144,"score_spread":0.2456596600747273,"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."}}