{"id":"W4205743794","doi":"10.5194/bg-2021-317-rc2","title":"Comment on bg-2021-317","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":"Geological Survey of Canada; Natural Resources Canada","funders":"Aurora Research Institute","keywords":"Permafrost; Dissolved organic carbon; Organic matter; Environmental science; Soil water; Arctic; Humus; Hydrology (agriculture); Nutrient; Total organic carbon; Environmental chemistry; Soil organic matter; Oceanography; Ecology; Geology; Chemistry; Soil science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.002041457,0.001434673,0.001525843,0.002070539,0.002564405,0.006658276,0.002766064,0.02007425,0.2034559],"category_scores_gemma":[0.0107406,0.000751716,0.001688684,0.003767486,0.001749362,0.002420356,0.002163613,0.009765363,0.1639286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006263619,"about_ca_system_score_gemma":0.00669612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1262249,"about_ca_topic_score_gemma":0.09516273,"domain_scores_codex":[0.9978936,0.0001094557,0.0001090425,0.000204107,0.001307677,0.0003760358],"domain_scores_gemma":[0.9942569,0.0009693389,0.0002621784,0.0005123697,0.003441456,0.0005577033],"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":[0.00004337691,0.00001104938,0.00007691143,0.00004486362,0.000002553454,0.00003746616,0.00000738067,0.00004516361,0.00007585014,0.0003344075,0.9968299,0.002491073],"study_design_scores_gemma":[0.00003460186,0.00001010412,0.001491706,0.00008503963,0.000005309728,0.00001239338,0.00003225746,0.0001077622,0.0001548526,0.0006207628,0.9974261,0.00001902514],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.001164538,0.002125051,0.001016159,0.2868179,0.3933682,0.0006729614,0.06241832,0.005929591,0.2464873],"genre_scores_gemma":[0.008363726,0.001958818,0.001815334,0.3287856,0.06849588,0.0007165786,0.02162552,0.002631133,0.5656073],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2034559,"threshold_uncertainty_score":0.6806279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09543476110585372,"score_gpt":0.3007513230762369,"score_spread":0.2053165619703831,"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."}}