{"id":"W4397029293","doi":"10.1016/j.scitotenv.2024.173144","title":"A review on mathematical modeling of microbial and plant induced permafrost carbon feedback","year":2024,"lang":"en","type":"review","venue":"The Science of The Total Environment","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"BGC Engineering (Canada); Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Permafrost; Environmental science; Biochemical engineering; Carbon fibers; Ecology; Earth science; Environmental chemistry; Engineering; Computer science; Biology; Geology; Chemistry; Algorithm","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006045699,0.001466768,0.001395237,0.001397365,0.0003650756,0.001397795,0.001392901,0.001425048,0.004555688],"category_scores_gemma":[0.001264211,0.000545042,0.001506532,0.001842358,0.0005943658,0.001806079,0.0009111835,0.001511568,0.002759674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007222618,"about_ca_system_score_gemma":0.001200156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001917015,"about_ca_topic_score_gemma":0.001115683,"domain_scores_codex":[0.9997799,0.00004935849,0.00003087688,0.00004480084,0.00007797119,0.0000171206],"domain_scores_gemma":[0.9994584,0.0003099301,0.00005609153,0.00003498191,0.0001225473,0.00001797302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001053352,0.0001592058,0.001677465,0.01426004,0.000412545,0.0008947777,0.0002919084,0.2061552,0.009991073,0.2228873,0.05378092,0.4893843],"study_design_scores_gemma":[0.00002389427,0.000157885,0.001612957,0.00283113,0.0002532852,0.001138894,0.0001175607,0.1551481,0.003026668,0.1560111,0.6795449,0.0001335518],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004791067,0.6455451,0.3176872,0.00244391,0.001900115,0.00006008785,0.001098902,0.0006458904,0.02582778],"genre_scores_gemma":[0.04812404,0.8558717,0.07946447,0.0009167169,0.002585587,0.0002206043,0.001841836,0.0003157918,0.01065928],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004555688,"threshold_uncertainty_score":0.01524037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07315755624557328,"score_gpt":0.2680825189807419,"score_spread":0.1949249627351686,"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."}}