{"id":"W4406379979","doi":"10.1002/ppp.2264","title":"Microbial Ecology of Permafrost Soils: Populations, Processes, and Perspectives","year":2025,"lang":"en","type":"article","venue":"Permafrost and Periglacial Processes","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"Biological and Environmental Research; U.S. Geological Survey; Nuclear Safety and Security Commission; Army Research Office; Bundesministerium für Bildung und Forschung; Grantová Agentura České Republiky; Office of Science; Austrian Science Fund; National Aeronautics and Space Administration; U.S. Department of Energy; National Science Foundation","keywords":"Permafrost; Biogeochemistry; Earth science; Environmental science; Ecology; Ecosystem; Climate change; Soil water; Microbial ecology; Greenhouse gas; Physical geography; Geology; Soil science; Geography; Biology; Paleontology","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":[0.0006524436,0.0003018162,0.0002648187,0.001217836,0.0002085881,0.001362545,0.0002285361,0.0005245361,0.0009785192],"category_scores_gemma":[0.0003319831,0.00007331529,0.0001444989,0.001194385,0.0004379817,0.0009990594,0.0003679668,0.0002944054,0.0001546038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004542358,"about_ca_system_score_gemma":0.0005049834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001593526,"about_ca_topic_score_gemma":0.002930975,"domain_scores_codex":[0.9998599,0.00003435065,0.00001370224,0.00003211992,0.0000336876,0.00002610925],"domain_scores_gemma":[0.9996564,0.00010597,0.00009342664,0.00001092529,0.00009295365,0.00004023694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000330946,0.0001038097,0.1295539,0.007227461,0.0002042887,0.001276252,0.002239661,0.001285113,0.09575314,0.008764813,0.002714742,0.7505459],"study_design_scores_gemma":[0.00001518752,0.0008466681,0.6487253,0.00359266,0.0002470631,0.004207641,0.006342809,0.002303444,0.02996414,0.01692159,0.2867179,0.0001156822],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1914466,0.7932068,0.002743476,0.003816995,0.0001431435,0.00001606142,0.0003896975,0.00002644563,0.008210688],"genre_scores_gemma":[0.5803598,0.4134749,0.003063934,0.0005726885,0.0005118715,0.00001305297,0.0003401446,0.000005759643,0.001657828],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001593526,"threshold_uncertainty_score":0.003450513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03408294805070839,"score_gpt":0.2663946898583109,"score_spread":0.2323117418076026,"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."}}