{"id":"W4229450067","doi":"10.5194/hess-2022-31-ac6","title":"Reply on EC1","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; Chemistry; Environmental chemistry; Anoxic waters; Nitrate; Denitrification; Subsurface flow; Half-reaction; Chemical physics; Biochemical engineering; Soil science; Biological system; Environmental science; Inorganic chemistry; Nitrogen; Groundwater; Geology","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":[],"consensus_categories":[],"category_scores_codex":[0.002212103,0.0009501278,0.001029658,0.0008858463,0.002327459,0.004117525,0.002802277,0.02217286,0.1351256],"category_scores_gemma":[0.01713044,0.0005008939,0.001413966,0.0007650025,0.001807021,0.003480582,0.002437385,0.02005555,0.08933823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003721398,"about_ca_system_score_gemma":0.002753693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004890951,"about_ca_topic_score_gemma":0.006114041,"domain_scores_codex":[0.9979133,0.0003724563,0.0002371856,0.0004294356,0.0007142194,0.0003333999],"domain_scores_gemma":[0.9964305,0.001221747,0.0001492746,0.0002584514,0.001385812,0.0005542224],"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":[0.00002640352,0.000008110802,0.00005755362,0.00003604843,0.000003264185,0.0001205344,0.00001422762,0.000009065735,0.00005592809,0.000734581,0.9942024,0.004731813],"study_design_scores_gemma":[0.0000118421,0.000009902683,0.0001850115,0.00006946591,0.000003027681,0.00008463969,0.00003724471,0.00002143386,0.0000722168,0.0005023708,0.9989957,0.00000704353],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003749994,0.004635752,0.0003284435,0.6862563,0.2629657,0.0001563727,0.0007404654,0.0003048674,0.04423706],"genre_scores_gemma":[0.002972618,0.002590379,0.000328234,0.7789004,0.05667353,0.0002093623,0.0003470065,0.0001483589,0.1578301],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1351256,"threshold_uncertainty_score":0.4520401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04624861985909572,"score_gpt":0.3090261959060065,"score_spread":0.2627775760469108,"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."}}