{"id":"W4400953672","doi":"10.5194/bg-21-3401-2024","title":"Linking geomorphological processes and wildlife microhabitat selection: nesting birds select refuges generated by permafrost degradation in the Arctic","year":2024,"lang":"en","type":"article","venue":"Biogeosciences","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières; Université de Montréal; Université du Québec à Montréal; Natural Sciences and Engineering Research Council of Canada; Center for Northern Studies; Université du Québec à Rimouski","funders":"","keywords":"Permafrost; Wildlife; Arctic; Nesting (process); Selection (genetic algorithm); Environmental science; Ecology; Degradation (telecommunications); Geography; Physical geography; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0007394165,0.0001499968,0.000119806,0.0001291491,0.0004482623,0.0006918146,0.0002229902,0.00007387819,0.0002915853],"category_scores_gemma":[0.0001294595,0.00008850551,0.00002120052,0.001723388,0.0002435755,0.0004207463,0.00001272365,0.0001704474,0.00002961301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007580604,"about_ca_system_score_gemma":0.00009836701,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005384446,"about_ca_topic_score_gemma":0.02455343,"domain_scores_codex":[0.9986418,0.0001190909,0.0001986491,0.0004203734,0.0002764897,0.0003435363],"domain_scores_gemma":[0.9993729,0.0004135161,0.0000432667,0.00006302374,0.00004851781,0.00005877421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006635772,0.00001143535,0.9866799,0.00008516404,0.000002353022,0.00001922559,0.0007319074,0.00001484336,0.006458302,0.00001151139,0.001270082,0.004708671],"study_design_scores_gemma":[0.0002320075,0.0006731838,0.8956282,0.0003745627,0.00003850574,0.0009928864,0.002240967,0.03443944,0.001669399,0.0004434701,0.06263467,0.0006327366],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879744,0.008345898,0.00001822166,0.002464381,0.0002537174,0.0001523223,0.000610051,0.00006701592,0.0001139873],"genre_scores_gemma":[0.9965128,0.0008043478,0.0001212264,0.001202391,0.0001914318,0.000005096367,0.001094528,0.000003381738,0.00006480416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0910517,"threshold_uncertainty_score":0.9932459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03752083589214916,"score_gpt":0.2554558380728158,"score_spread":0.2179350021806666,"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."}}