{"id":"W4382362627","doi":"10.5463/thesis.289","title":"A Journey of Permafrost Organic Carbon","year":2023,"lang":"en","type":"dissertation","venue":"","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Permafrost; Thermokarst; Arctic; Total organic carbon; Soil carbon; Environmental science; Carbon cycle; Global warming; Earth science; Geology; Greenhouse gas; Carbon fibers; Hydrology (agriculture); Climate change; Physical geography; Oceanography; Soil science; Soil water; Ecology; Geography; Ecosystem; Geotechnical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004102308,0.0003267384,0.0002249918,0.0006245846,0.003098458,0.002641913,0.0003272263,0.000593084,0.005965317],"category_scores_gemma":[0.0006167,0.0001316296,0.0001965159,0.001147672,0.001650525,0.002251295,0.001402794,0.001381085,0.0008001057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002191649,"about_ca_system_score_gemma":0.002845586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02013236,"about_ca_topic_score_gemma":0.04530687,"domain_scores_codex":[0.9997532,0.00002890602,0.000006908868,0.00005169658,0.0001073319,0.00005198262],"domain_scores_gemma":[0.9996376,0.0000265601,0.00006236379,0.00003467534,0.0001431353,0.00009574743],"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":[0.0003386347,0.0001413083,0.2415895,0.0008146445,0.0001815079,0.00287076,0.02174423,0.002309714,0.03008153,0.0599428,0.03575099,0.6042343],"study_design_scores_gemma":[0.000007720172,0.0002635554,0.2122941,0.0007652289,0.00005800559,0.001614322,0.02393353,0.001024928,0.007640217,0.0430575,0.7092674,0.00007350602],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7921387,0.02454734,0.007326573,0.03070573,0.0008247601,0.00005746121,0.001713349,0.0002383287,0.1424478],"genre_scores_gemma":[0.9197082,0.01544446,0.01006947,0.003940769,0.0002248848,0.00002811955,0.001030042,0.0001630533,0.04939099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02013236,"threshold_uncertainty_score":0.04003036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03987181373758884,"score_gpt":0.2637241169193564,"score_spread":0.2238523031817675,"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."}}