{"id":"W4232611287","doi":"10.5194/bg-2021-66-rc1","title":"Comment on bg-2021-66","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":"Environment and Climate Change Canada","funders":"Oak Ridge National Laboratory; Horizon 2020 Framework Programme; U.S. Department of Energy; European Commission; Battelle; Agence Nationale de la Recherche; U.S. Department of Agriculture; National Institute of Food and Agriculture; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Deutsches Klimarechenzentrum; Australian Research Council; UT-Battelle; National Center for Atmospheric Research; Climate Extremes; National Science Foundation","keywords":"Biome; Vegetation (pathology); Carbon cycle; Environmental science; Atmospheric sciences; Carbon fibers; Span (engineering); Forcing (mathematics); Carbon dioxide in Earth's atmosphere; Primary production; Climatology; Biosphere; Carbon dioxide; Meteorology; Mathematics; Geography; Ecology; Physics; Biology; Ecosystem; Geology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002115354,0.001122728,0.001138284,0.001601306,0.001905181,0.005578388,0.002283849,0.01617594,0.1248481],"category_scores_gemma":[0.01341992,0.0005271221,0.001576752,0.002471634,0.001299188,0.002901069,0.001769023,0.01082992,0.1067748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0034443,"about_ca_system_score_gemma":0.004889763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05443375,"about_ca_topic_score_gemma":0.03633896,"domain_scores_codex":[0.9982509,0.0001357643,0.0001172898,0.0001833397,0.001033323,0.0002793111],"domain_scores_gemma":[0.9945766,0.001037786,0.000285255,0.0004325765,0.003236543,0.0004312594],"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":[0.00003131116,0.000006284739,0.00005941973,0.00004064877,0.000002063535,0.00003043976,0.0000060069,0.00004310754,0.00006107238,0.000510414,0.99694,0.002269154],"study_design_scores_gemma":[0.00003254903,0.000009883071,0.001195385,0.000104659,0.000005822466,0.00001927519,0.00003073849,0.0001481416,0.0002065871,0.001328271,0.9968965,0.00002220447],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.000941586,0.002247877,0.00128328,0.3476538,0.421712,0.0004013097,0.0463663,0.005021222,0.1743725],"genre_scores_gemma":[0.01121342,0.002358923,0.002032809,0.5158601,0.08679684,0.0007352558,0.0213571,0.002950989,0.3566945],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1248481,"threshold_uncertainty_score":0.4176585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01395669371762697,"score_gpt":0.2433953845384315,"score_spread":0.2294386908208046,"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."}}