{"id":"W4406100028","doi":"10.5194/essd-2024-519-rc2","title":"Comment on essd-2024-519","year":2025,"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":"","funders":"National Key Research and Development Program of China; Vlaamse regering; Tsinghua University; Fonds Wetenschappelijk Onderzoek; Tula Foundation","keywords":"Biosphere; Carbon sink; Environmental science; Carbon cycle; Greenhouse gas; Atmospheric sciences; Climate change; Sink (geography); Global change; Biogeochemistry; Earth system science; Carbon dioxide in Earth's atmosphere; Carbon dioxide; Climatology; Geography; Oceanography; Geology; Chemistry; Ecology; Ecosystem","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00296124,0.0009760886,0.00139406,0.001242185,0.002878612,0.005565558,0.003442086,0.03255406,0.3314745],"category_scores_gemma":[0.01426324,0.0006012525,0.002328986,0.001930922,0.001607242,0.003082693,0.002601649,0.01314552,0.2588814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003968534,"about_ca_system_score_gemma":0.004821545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02881439,"about_ca_topic_score_gemma":0.03874528,"domain_scores_codex":[0.9973437,0.0001876633,0.000262225,0.0002673941,0.001316291,0.0006227206],"domain_scores_gemma":[0.9951697,0.001146478,0.0001852361,0.0003463824,0.002313398,0.0008388231],"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":[0.00002806097,0.00001122606,0.00005491369,0.00005376771,0.000001672598,0.00004995625,0.000005514636,0.0000155094,0.00004470706,0.0006988523,0.9958144,0.003221459],"study_design_scores_gemma":[0.0000268112,0.00001032816,0.0004148841,0.000078877,0.000002331487,0.0000159481,0.00002434092,0.00003007501,0.00006553985,0.0006219986,0.9986987,0.00001020133],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0006999129,0.001804808,0.0006865227,0.3531297,0.2632308,0.0006527183,0.02210575,0.00239645,0.3552934],"genre_scores_gemma":[0.002201713,0.0006253334,0.0003528771,0.4530064,0.02082566,0.0004177478,0.003826549,0.000463833,0.51828],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.3314745,"threshold_uncertainty_score":0.9535705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01138680094492671,"score_gpt":0.2496577216212709,"score_spread":0.2382709206763441,"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."}}