{"id":"W4416753134","doi":"10.1139/as-2025-0044","title":"Temporal assessment of cumulative impacts from interacting disturbances of wildfires and lake-level changes on a small lake in the Western Canadian Arctic","year":2025,"lang":"en","type":"article","venue":"Arctic Science","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; York University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Diatom; Disturbance (geology); Eutrophication; Subfossil; Arctic; Lake ecosystem; Ecosystem; Paleolimnology; Temperate climate","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006374949,0.00009702956,0.0001556546,0.0002092536,0.0001343044,0.00007128984,0.0003255618,0.00002346681,0.00013236],"category_scores_gemma":[0.0002453798,0.00006343883,0.00001824577,0.000522792,0.0003678311,0.0001515525,0.00002341278,0.0001170102,0.000001350534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001580288,"about_ca_system_score_gemma":0.0002330883,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7482731,"about_ca_topic_score_gemma":0.9962679,"domain_scores_codex":[0.9990331,0.00006634613,0.000173526,0.0002323226,0.0002375308,0.0002571603],"domain_scores_gemma":[0.9986954,0.0008992991,0.0001099387,0.0001673237,0.00004908088,0.00007890009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001116631,0.00001186213,0.9910229,0.00003075948,0.000004723286,0.000004868335,0.004837238,0.00003620733,0.00006029978,0.00002463452,0.000006290325,0.003948989],"study_design_scores_gemma":[0.0001380754,0.000106467,0.9947832,0.0004071843,0.000007849284,0.000002132769,0.002290801,0.001703612,0.00006079764,0.0002215317,0.0002123114,0.00006605171],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954188,0.0001539383,0.000002523687,0.002168674,0.0001907686,0.0001486821,0.0007131441,0.000002447222,0.001201056],"genre_scores_gemma":[0.9989877,0.00004342865,0.00008692258,0.0007482559,0.0000213331,0.000001729728,0.00009094299,0.000001135841,0.00001855943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2479948,"threshold_uncertainty_score":0.258696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07890974265440386,"score_gpt":0.3171567909083336,"score_spread":0.2382470482539297,"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."}}