{"id":"W4225300111","doi":"10.5194/hess-2022-31-ec1","title":"Reply to RC3","year":2022,"lang":"en","type":"peer-review","venue":"","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Waterloo; Bundesministerium für Bildung und Forschung; Ministry of Science, Technology and Space","keywords":"Redox; Environmental chemistry; Anoxic waters; Chemistry; Nitrate; Denitrification; Subsurface flow; Chemical physics; Environmental science; Soil science; Biochemical engineering; Inorganic chemistry; Nitrogen; Geology; Groundwater; Geotechnical engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004837963,0.001265717,0.001403287,0.001093446,0.003605365,0.005672048,0.003760594,0.03088432,0.03975745],"category_scores_gemma":[0.04407716,0.0006948718,0.001521435,0.000996283,0.004340074,0.005808388,0.003215332,0.03971628,0.02968079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005177276,"about_ca_system_score_gemma":0.006293834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006893835,"about_ca_topic_score_gemma":0.006716716,"domain_scores_codex":[0.9956606,0.0009706149,0.0004329764,0.0009873559,0.001361293,0.0005870863],"domain_scores_gemma":[0.9888437,0.004237643,0.0005121962,0.0006686748,0.004009064,0.001728807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001907907,0.000006882647,0.00008015363,0.00003729961,0.000005918169,0.0001664886,0.00005763897,0.00001348386,0.00005548797,0.0008446801,0.9955799,0.003133029],"study_design_scores_gemma":[0.00001430649,0.0000131247,0.0002055344,0.0001062442,0.000006977789,0.0003317576,0.0001919668,0.00004364039,0.0001473483,0.001355056,0.9975612,0.00002288518],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0002055071,0.002750325,0.0001862208,0.8779527,0.1138818,0.00003445139,0.000128841,0.0001064232,0.004753643],"genre_scores_gemma":[0.002562146,0.001404763,0.0002343137,0.9372777,0.03796617,0.00008290477,0.00005606093,0.00009456047,0.0203214],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9602426,"threshold_uncertainty_score":0.133002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04395855250916251,"score_gpt":0.3140495758058094,"score_spread":0.2700910232966469,"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."}}