{"id":"W2529529753","doi":"10.1039/c6ew00202a","title":"Time series relationships between chlorophyll-a, dissolved oxygen, and pH in three facultative wastewater stabilization ponds","year":2016,"lang":"en","type":"article","venue":"Environmental Science Water Research & Technology","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Facultative; Wastewater; Facultative lagoon; Chlorophyll a; Series (stratigraphy); Environmental science; Stabilization pond; Chlorophyll; Sewage treatment; Oxygen; Environmental chemistry; Chemistry; Environmental engineering; Ecology; Botany; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002803165,0.0001974413,0.000197297,0.0004343153,0.0007361094,0.00006800447,0.0006195204,0.000175603,0.001826134],"category_scores_gemma":[0.0001050241,0.0001182895,0.00002469568,0.0007443595,0.007854452,0.001291747,0.001448198,0.0003952394,0.002025819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009775542,"about_ca_system_score_gemma":0.0000175524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008884473,"about_ca_topic_score_gemma":0.0001474221,"domain_scores_codex":[0.9966251,0.000287755,0.0003530674,0.0007999255,0.0009474286,0.0009867739],"domain_scores_gemma":[0.9992696,0.00007001621,0.00004970268,0.000402616,0.000008259616,0.0001998044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002351279,0.00006786181,0.1894567,0.000002608873,0.000004052152,0.000007456455,0.002093244,0.00002185479,0.805535,0.000243261,0.00001879622,0.002525682],"study_design_scores_gemma":[0.0005232776,0.0003157277,0.4794658,0.00002233294,0.000003672114,0.000010802,0.001292335,0.00007923568,0.4983844,0.01776948,0.001861508,0.0002714053],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898184,0.00001051487,0.0001849726,0.008997666,0.00002247129,0.0004951439,0.00003780782,0.00006048671,0.0003725682],"genre_scores_gemma":[0.9976743,0.00002359582,0.0004507799,0.00001146681,0.00001446888,0.00008891667,0.00001487087,0.0000151072,0.001706459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3071506,"threshold_uncertainty_score":0.9990863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04825094391715257,"score_gpt":0.3073876009866367,"score_spread":0.2591366570694841,"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."}}