{"id":"W4408990578","doi":"10.5194/egusphere-2025-224","title":"Bacterial community composition changes independently of soil edaphic parameters with permafrost disturbance","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Edaphic; Permafrost; Disturbance (geology); Environmental science; Composition (language); Soil science; Ecology; Geography; Earth science; Geology; Soil water; Geomorphology; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0001036705,0.0001342418,0.0001380624,0.0002572074,0.0002099213,0.0003144883,0.00009356158,0.0001517554,0.0006009915],"category_scores_gemma":[0.0002609275,0.0001227119,0.00009960229,0.0002363194,0.0002733941,0.0001380542,0.0002164054,0.0001282918,0.0001266753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004485984,"about_ca_system_score_gemma":0.0003025866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01888647,"about_ca_topic_score_gemma":0.03798423,"domain_scores_codex":[0.999886,0.000009166482,0.000005999549,0.00003169418,0.00002697588,0.00004017443],"domain_scores_gemma":[0.9998131,0.00001746105,0.00004564417,0.00001406191,0.00005665803,0.00005309065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003801054,0.00004697349,0.5714731,0.00003299804,0.00003894715,0.00008160119,0.000351599,0.0002584468,0.421268,0.00003177919,0.00008130058,0.005955162],"study_design_scores_gemma":[0.000001290122,0.00003206359,0.9946645,7.738826e-7,0.000002990963,0.00002581468,0.000112824,0.0001766979,0.004888727,0.000009089449,0.0000837569,0.000001316446],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995578,0.00002179148,0.00008012744,0.000003496069,5.292217e-7,0.00000273197,0.0001652702,0.000002292407,0.0001661508],"genre_scores_gemma":[0.99928,0.00001910031,0.00009769892,0.000006321295,4.219511e-7,0.000003524304,0.0003001145,9.746384e-7,0.0002917778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01888647,"threshold_uncertainty_score":0.03755307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01770317167771657,"score_gpt":0.232629102575205,"score_spread":0.2149259308974884,"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."}}