{"id":"W4212945586","doi":"10.5194/bg-2021-317-ac1","title":"Reply on RC1","year":2022,"lang":"en","type":"peer-review","venue":"","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission; Aurora Research Institute","keywords":"Dissolved organic carbon; Environmental science; Permafrost; Humus; Organic matter; Soil water; Hydrology (agriculture); Drainage basin; Nutrient; Total organic carbon; Arctic; Soil organic matter; Biogeochemical cycle; Environmental chemistry; Oceanography; Soil science; Ecology; Geology; Chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.003571697,0.001334189,0.001414516,0.001336423,0.003008738,0.00534225,0.003987204,0.02421358,0.1496765],"category_scores_gemma":[0.0324148,0.0006427535,0.001700941,0.0009081007,0.003107129,0.004685123,0.00327891,0.02452481,0.1180194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004023502,"about_ca_system_score_gemma":0.004645229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007849789,"about_ca_topic_score_gemma":0.009221129,"domain_scores_codex":[0.996385,0.0006135318,0.000387479,0.0006789537,0.001405604,0.0005294569],"domain_scores_gemma":[0.9909219,0.002296564,0.0003761967,0.0006450941,0.004099088,0.001661071],"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":[0.000009869357,0.000004052566,0.00002627282,0.00002270306,0.00000189208,0.00006111987,0.00001033353,0.000005239691,0.00001943205,0.0002752621,0.9964116,0.003152233],"study_design_scores_gemma":[0.000008836721,0.000006770672,0.0001240822,0.00006490278,0.000002404548,0.00007363965,0.00004527826,0.00001284113,0.00003749191,0.0003642697,0.9992508,0.000008662208],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0001509104,0.002996043,0.0002506037,0.5272049,0.4450693,0.0001037512,0.0004402031,0.0004178465,0.02336644],"genre_scores_gemma":[0.001976422,0.002586733,0.0003314655,0.6885669,0.1821562,0.0001963736,0.0003387505,0.0002683738,0.1235787],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8503234,"threshold_uncertainty_score":0.5007179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09126331279171683,"score_gpt":0.2970455410072971,"score_spread":0.2057822282155802,"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."}}