{"id":"W4403130075","doi":"10.1016/j.tim.2024.08.009","title":"Transitioning ecosystems: how will permafrost cryophiles respond to a changing climate?","year":2024,"lang":"en","type":"article","venue":"Trends in Microbiology","topic":"Polar Research and Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institute for Advanced Research","keywords":"Permafrost; Biology; Ecosystem; Climate change; Ecology; Environmental resource management; Environmental science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006009656,0.0001343224,0.0001869746,0.0005390676,0.0001259764,0.00005396621,0.0002096981,0.0001196385,0.004750085],"category_scores_gemma":[0.00002194251,0.0001222062,0.00005915933,0.0007361028,0.0001153229,0.0001695731,0.0002103687,0.0002121028,0.001181926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002495112,"about_ca_system_score_gemma":0.000008886131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005374044,"about_ca_topic_score_gemma":0.003703367,"domain_scores_codex":[0.9982945,0.0001697823,0.0001550335,0.0004245223,0.00004488298,0.0009113222],"domain_scores_gemma":[0.9996506,0.00007710314,0.00001523163,0.0001562458,0.000002671678,0.00009815971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007506177,0.00003792981,0.008637044,0.00003222095,0.00001612781,0.0002537805,0.002987492,0.0001243811,0.9699703,0.0002782428,0.008185188,0.009402229],"study_design_scores_gemma":[0.001337355,0.001137463,0.03943517,0.0003405256,0.00002845885,0.001483675,0.001875459,0.004213684,0.0132675,0.0003132025,0.9354132,0.00115426],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906139,0.0003658238,0.0001487256,0.005201481,0.000354102,0.0001241064,0.0004606754,0.00007868653,0.002652461],"genre_scores_gemma":[0.9974473,0.00003211465,0.0002407594,0.0002973734,0.00007692157,0.00003928713,0.0001812196,0.00001799418,0.001667043],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9567028,"threshold_uncertainty_score":0.9995958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0123030421480475,"score_gpt":0.2673407966770694,"score_spread":0.2550377545290219,"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."}}