{"id":"W4229451847","doi":"10.5194/hess-2022-31-ac5","title":"Reply on 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; Chemistry; Anoxic waters; Nitrate; Denitrification; Subsurface flow; Environmental science; Chemical physics; Soil science; 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":[0.00330647,0.001183874,0.001305709,0.001055678,0.003017268,0.004477108,0.003939469,0.02902568,0.0726489],"category_scores_gemma":[0.02540343,0.0005928167,0.00179,0.0008598706,0.002953127,0.004336584,0.002543705,0.0295996,0.05984689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00450136,"about_ca_system_score_gemma":0.003869459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006824951,"about_ca_topic_score_gemma":0.008355807,"domain_scores_codex":[0.9970099,0.0005737066,0.0003450988,0.0006315704,0.001048128,0.0003914645],"domain_scores_gemma":[0.9939812,0.001903022,0.0002539066,0.000413983,0.002408983,0.001038943],"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":[0.00001838837,0.000006610182,0.00005284498,0.00002608232,0.00000359068,0.0001441641,0.0000176226,0.000009568648,0.00004434484,0.0004401066,0.9964355,0.00280118],"study_design_scores_gemma":[0.00001482636,0.00001168619,0.000197141,0.00007919004,0.000004820448,0.0001652034,0.00007219527,0.00003070688,0.00009548217,0.0006465316,0.9986684,0.00001379307],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0002607914,0.003093653,0.0002492634,0.7565697,0.2246485,0.0001021078,0.0003056553,0.0002655947,0.0145047],"genre_scores_gemma":[0.002338965,0.001797719,0.0002660123,0.8666139,0.06722408,0.0001509827,0.0001405714,0.0001354049,0.0613323],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9273511,"threshold_uncertainty_score":0.2430348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04694421452429668,"score_gpt":0.3098468672146387,"score_spread":0.262902652690342,"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."}}