{"id":"W4225311932","doi":"10.5194/hess-2022-31-ac3","title":"Reply on RC2","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; Nitrate; Anoxic waters; Subsurface flow; Denitrification; Environmental science; Chemical physics; Soil science; Inorganic chemistry; Nitrogen; Geology; Groundwater","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":[0.003073576,0.001228145,0.001267563,0.001067831,0.002930977,0.004559738,0.003693676,0.02673767,0.07391793],"category_scores_gemma":[0.02469894,0.0006048855,0.00156585,0.0007844734,0.002769672,0.004628246,0.002550886,0.02861381,0.06129569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003784949,"about_ca_system_score_gemma":0.003334466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005226902,"about_ca_topic_score_gemma":0.006368869,"domain_scores_codex":[0.9971117,0.0005612232,0.000309783,0.0006281586,0.001032389,0.0003567658],"domain_scores_gemma":[0.9943462,0.001828184,0.0002311571,0.0003965949,0.002196199,0.001001625],"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":[0.00001762599,0.000006761656,0.00005144014,0.0000260116,0.000003450579,0.0001443102,0.00001762198,0.000009340487,0.00004210005,0.0004700613,0.9961743,0.003036923],"study_design_scores_gemma":[0.00001327723,0.00001094595,0.0001876991,0.00006980266,0.000004248417,0.0001642915,0.00006899779,0.00002945944,0.00009123426,0.0006135655,0.9987335,0.00001288291],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002770109,0.003200814,0.0002407691,0.7335435,0.245592,0.00009987907,0.0002877395,0.0002550171,0.01650322],"genre_scores_gemma":[0.002476798,0.001937837,0.0002668619,0.8390189,0.08029792,0.0001627343,0.0001538533,0.0001459747,0.07553913],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07391793,"threshold_uncertainty_score":0.2472801,"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."}}