{"id":"W4415527340","doi":"10.5194/egusphere-2025-4050-rc1","title":"Comment on egusphere-2025-4050","year":2025,"lang":"","type":"peer-review","venue":"","topic":"Arctic and Russian Policy Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"","keywords":"Organic matter; Trophic level; Exopolymer; Total organic carbon; Carbon fibers; Decomposition","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":[0.002919097,0.001058631,0.001131307,0.001695333,0.002984599,0.004129863,0.002932257,0.02431448,0.2804944],"category_scores_gemma":[0.0212976,0.0006298717,0.00175148,0.001717118,0.001783482,0.003259926,0.002828363,0.01191157,0.1825448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003199629,"about_ca_system_score_gemma":0.003149637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02313568,"about_ca_topic_score_gemma":0.02126579,"domain_scores_codex":[0.9978079,0.000204822,0.0002380392,0.0002371974,0.001162802,0.0003492123],"domain_scores_gemma":[0.9942551,0.002010345,0.0003261153,0.0004021638,0.002315418,0.0006909067],"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":[0.00002625598,0.000007186533,0.00004316088,0.0000457616,0.000002266071,0.00008078152,0.00001113631,0.000009271567,0.00005359622,0.0005104878,0.9965348,0.002675242],"study_design_scores_gemma":[0.00002596857,0.00001126041,0.0002693038,0.0001119985,0.000003210952,0.00002942661,0.00003405528,0.0000336446,0.00009577629,0.0006383637,0.9987361,0.00001088127],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.0004610719,0.001454968,0.0007152699,0.4169788,0.4583645,0.000501468,0.007938425,0.002331255,0.1112543],"genre_scores_gemma":[0.002980778,0.001388751,0.0006270941,0.6179773,0.09127273,0.0004392719,0.002689956,0.000872129,0.2817519],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2804944,"threshold_uncertainty_score":0.9383472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0603510602093201,"score_gpt":0.3879806502547533,"score_spread":0.3276295900454331,"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."}}