{"id":"W2101434941","doi":"10.1098/rstb.2012.0488","title":"Ecosystem change and stability over multiple decades in the Swedish subarctic: complex processes and multiple drivers","year":2013,"lang":"en","type":"article","venue":"Philosophical Transactions of the Royal Society B Biological Sciences","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":183,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada; Canadian Forest Service","funders":"","keywords":"Subarctic climate; Ecology; Permafrost; Ecosystem; Climate change; Abundance (ecology); Wetland; Abiotic component; Ecological stability; Vegetation (pathology); Environmental change; Environmental science; Geography; Biology","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":[0.001358839,0.0002599192,0.0003642352,0.001833427,0.0007532706,0.002237891,0.0002840696,0.0005572942,0.0007841793],"category_scores_gemma":[0.001879858,0.0001943908,0.0004659942,0.002550921,0.001084727,0.001201829,0.001310436,0.0006180792,0.0001273033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001616265,"about_ca_system_score_gemma":0.000962136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03589902,"about_ca_topic_score_gemma":0.06701768,"domain_scores_codex":[0.9995633,0.00009326856,0.0000521881,0.0001188176,0.0000843095,0.00008802482],"domain_scores_gemma":[0.9988462,0.0002492531,0.0005084432,0.0000751512,0.0001662257,0.0001547429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006241939,0.00002793568,0.9791008,0.00007507376,0.0003346147,0.0003009349,0.001306821,0.001001772,0.0002450768,0.000576082,0.0004755884,0.01649285],"study_design_scores_gemma":[9.996081e-7,0.00001431817,0.9968191,0.00002760263,0.00003723924,0.00009560413,0.001236867,0.0002326449,0.00003381071,0.0003238928,0.001169521,0.000008366209],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924114,0.005386181,0.0001513049,0.0006401628,0.00003252425,0.000002599189,0.0003924894,0.00001032759,0.0009730853],"genre_scores_gemma":[0.997802,0.001597781,0.0001095105,0.00004792242,0.00002650445,0.000002859523,0.0002394965,0.000004520391,0.0001694124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03589902,"threshold_uncertainty_score":0.07138014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1625217454962826,"score_gpt":0.2686929380624971,"score_spread":0.1061711925662144,"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."}}