{"id":"W4245092031","doi":"10.5194/gmd-2021-23-rc2","title":"Comment on gmd-2021-23","year":2021,"lang":"en","type":"peer-review","venue":"","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Greenhouse gas; Environmental science; Nitrous oxide; Denitrification; Scale (ratio); Atmospheric sciences; Nitrogen; Ecology; Chemistry; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0053732,0.001231138,0.001133407,0.001599089,0.00234678,0.004323167,0.003696838,0.03437689,0.04222654],"category_scores_gemma":[0.02767137,0.0005464418,0.002049667,0.001565741,0.002226291,0.003156113,0.002078678,0.0162139,0.05393019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004791175,"about_ca_system_score_gemma":0.009642568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03066259,"about_ca_topic_score_gemma":0.02837732,"domain_scores_codex":[0.9949752,0.00035681,0.0004149243,0.0004843392,0.00312163,0.00064718],"domain_scores_gemma":[0.9878676,0.002448844,0.0006314298,0.0009133253,0.006878104,0.001260724],"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":[0.0000187532,0.00001178447,0.0000651447,0.00007424435,0.00000235175,0.00009834925,0.0000160379,0.00003648781,0.0001482269,0.001208767,0.9941439,0.004175927],"study_design_scores_gemma":[0.00001172473,0.000006952907,0.0004300951,0.00006663193,0.00000313142,0.00003302725,0.00001502758,0.0000373819,0.0001037168,0.0006059806,0.998675,0.00001120928],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007227708,0.004343409,0.001118395,0.5626281,0.3188832,0.0004417447,0.006591263,0.001976088,0.1032951],"genre_scores_gemma":[0.003614632,0.001853548,0.001467308,0.7975317,0.04117129,0.0004087731,0.00191928,0.0004639907,0.1515694],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04222654,"threshold_uncertainty_score":0.1412619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01433242914888599,"score_gpt":0.2440686943693554,"score_spread":0.2297362652204694,"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."}}