{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005766102,0.000191628,0.0003358342,0.00003177664,0.0001262194,0.00002156476,0.0004317742,0.00004979996,0.1424491],"category_scores_gemma":[0.00005626073,0.0001499417,0.0002344604,0.0002253176,0.00003889664,0.00002623694,0.0003740643,0.000365186,0.004833053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002504626,"about_ca_system_score_gemma":0.000007577615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00507248,"about_ca_topic_score_gemma":0.00001089096,"domain_scores_codex":[0.9980692,0.0001308834,0.0002582692,0.0005096989,0.0008244934,0.0002074597],"domain_scores_gemma":[0.9990739,0.0000433027,0.0001035947,0.0006983464,0.000003518618,0.00007729354],"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":[7.356482e-7,0.00003208603,0.00005172714,0.00009626675,0.00001824505,0.000007996205,0.00001189352,0.00003149177,0.000005633902,0.000005220113,0.9963055,0.003433183],"study_design_scores_gemma":[0.00002613542,0.00003752022,0.00004659088,0.000156408,0.00007540677,0.000001280049,0.000006400368,0.00000306233,0.00008086287,0.00004560457,0.9993168,0.0002039364],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001524531,0.002346163,0.00001128278,0.3508098,0.003444818,0.0002982596,0.0001445873,0.0002447981,0.6425479],"genre_scores_gemma":[0.0001148928,0.001068879,0.00007851771,0.01731247,0.0002467422,0.00004050822,0.0002853877,0.0000211463,0.9808314],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3382836,"threshold_uncertainty_score":0.9959418,"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."}}