{"id":"W4213372311","doi":"10.5194/essd-2022-15-rc1","title":"Comment on essd-2022-15","year":2022,"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":"University of Toronto","funders":"Goddard Space Flight Center; National Oceanic and Atmospheric Administration; Fundamental Research Funds for the Central Universities; Nanjing University; National Aeronautics and Space Administration; California Institute of Technology; Jet Propulsion Laboratory","keywords":"Biosphere; Carbon cycle; Boreal; Environmental science; Climatology; Carbon flux; Carbon sink; Temperate climate; Atmospheric sciences; Taiga; Southern Hemisphere; Flux (metallurgy); Ecosystem; Geography; Climate change; Oceanography; Geology; Forestry; Ecology","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":[0.004324312,0.001150385,0.001351038,0.001180776,0.00198481,0.005932056,0.00353261,0.03052077,0.06207562],"category_scores_gemma":[0.01425744,0.0005812966,0.002305908,0.001669588,0.001589795,0.003453428,0.002665496,0.01575843,0.06981553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002901568,"about_ca_system_score_gemma":0.006220458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0277733,"about_ca_topic_score_gemma":0.02569231,"domain_scores_codex":[0.9969025,0.0002233041,0.0003631528,0.0003991536,0.001533273,0.0005785031],"domain_scores_gemma":[0.9951939,0.001027199,0.0002487357,0.0004249313,0.002431108,0.0006741037],"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":[0.00003552252,0.00001504352,0.0001722853,0.00006252401,0.000004561206,0.00007574647,0.00001194562,0.00004247683,0.0001026994,0.001780899,0.9940938,0.003602471],"study_design_scores_gemma":[0.00002729989,0.00001381524,0.001116363,0.0001124208,0.000005599067,0.00003186948,0.0000284311,0.00006702258,0.0001530342,0.001250541,0.9971699,0.00002374246],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001353699,0.004646347,0.001665914,0.4418874,0.3119388,0.0005780195,0.03848593,0.002361862,0.197082],"genre_scores_gemma":[0.004474919,0.001165537,0.0008806094,0.7867613,0.0271167,0.0005778222,0.006802224,0.000428753,0.1717921],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06207562,"threshold_uncertainty_score":0.2076636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01328511518560458,"score_gpt":0.2414817280989973,"score_spread":0.2281966129133927,"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."}}