{"id":"W4318981572","doi":"10.5194/egusphere-2022-1418-rc1","title":"Comment on egusphere-2022-1418","year":2023,"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":"Natural Resources Canada; Canadian Forest Service; Memorial University of Newfoundland","funders":"Natural Resources Canada; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Dissolved organic carbon; Soil water; Ammonium; Environmental science; Nutrient; Organic matter; Total organic carbon; Environmental chemistry; Flux (metallurgy); Hydrology (agriculture); Chemistry; Ecology; Soil science; Geology; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001474851,0.00102502,0.0008782391,0.001310039,0.002475929,0.003154585,0.002120783,0.01608916,0.3934919],"category_scores_gemma":[0.009147731,0.0005142314,0.001052219,0.001209135,0.00144552,0.002537729,0.002151996,0.008103532,0.2845619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002217891,"about_ca_system_score_gemma":0.001719881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01408921,"about_ca_topic_score_gemma":0.01745577,"domain_scores_codex":[0.9987896,0.00009249686,0.0001080666,0.0001400207,0.0006627389,0.0002071167],"domain_scores_gemma":[0.9966727,0.000771595,0.0001654852,0.0002881265,0.001470922,0.0006311552],"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":[0.00002802127,0.00001294867,0.00005098763,0.0000308513,0.000001483738,0.00007667024,0.000006976721,0.000008217521,0.00008119744,0.0003203306,0.9953484,0.004033878],"study_design_scores_gemma":[0.00001847745,0.00001013054,0.0002828212,0.00005520631,0.000001349848,0.00002016769,0.00002603904,0.00002522275,0.00008528693,0.0002860287,0.9991826,0.000006643728],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.0007255988,0.001128409,0.0007356433,0.2666968,0.4377361,0.0006139704,0.005267049,0.003478459,0.283618],"genre_scores_gemma":[0.003031157,0.0007851648,0.0004386012,0.2740161,0.0775051,0.0002926809,0.001592172,0.0008980217,0.641441],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.3934919,"threshold_uncertainty_score":0.8651102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01745833344238584,"score_gpt":0.2526357121274421,"score_spread":0.2351773786850563,"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."}}