{"id":"W7106335905","doi":"10.3929/ethz-c-000787607","title":"Fire and Water: Deciphering the Black Carbon River-to-Ocean Continuum in the western Arctic","year":2025,"lang":"en","type":"other","venue":"Repository for Publications and Research Data (ETH Zurich)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Permafrost; Arctic; Carbon cycle; Total organic carbon; Soil carbon; Soil water; Thermokarst; Carbon sink; Carbon black","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.004811366,0.000339004,0.0003696964,0.0007771523,0.0007808894,0.001316122,0.002989797,0.000276832,0.00001581117],"category_scores_gemma":[0.001227296,0.0001861379,0.00004935682,0.001039705,0.0009584457,0.0002816341,0.002212638,0.0008833848,0.00003419313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001390808,"about_ca_system_score_gemma":0.0003202017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006540982,"about_ca_topic_score_gemma":0.003724993,"domain_scores_codex":[0.9956896,0.001024754,0.0004568239,0.001197127,0.0007962313,0.0008354499],"domain_scores_gemma":[0.9939006,0.001521143,0.0001472422,0.003818003,0.0004055093,0.0002074999],"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":[0.0000466571,0.0001894695,0.01038685,0.0005998587,0.0002158822,0.000008498055,0.002091705,0.000001511953,0.0002536009,0.0005111894,0.9843299,0.001364855],"study_design_scores_gemma":[0.0004364336,0.00006902435,0.01143622,0.0004116964,0.00007762013,0.00002826708,0.0006093696,0.0004355139,0.00004433248,0.0001385793,0.9860526,0.0002603219],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1021053,0.02995318,0.0007057216,0.08136942,0.001534522,0.04378635,0.01983612,0.00148891,0.7192205],"genre_scores_gemma":[0.1387827,0.001305049,0.0005275279,0.0001689477,0.0009195906,0.0009850833,0.002710803,0.0006610828,0.8539392],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1347187,"threshold_uncertainty_score":0.9997206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08150907088651102,"score_gpt":0.3725809746637995,"score_spread":0.2910719037772884,"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."}}