{"id":"W3207688922","doi":"10.1029/2021jf006204","title":"Mechanisms of Discontinuous Permafrost Thaw in Peatlands","year":2021,"lang":"en","type":"article","venue":"Journal of Geophysical Research Earth Surface","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Government of Northwest Territories; Wilfrid Laurier University; University of Waterloo","funders":"ArcticNet","keywords":"Permafrost; Peat; Advection; Geology; Environmental science; Hydrology (agriculture); Climate change; Geomorphology; Geotechnical engineering; Ecology; Oceanography","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001422188,0.0001230893,0.0004348407,0.00013916,0.00008237773,0.0000778997,0.0003019207,0.00007606468,0.003976736],"category_scores_gemma":[0.0002810048,0.00009320034,0.0001685129,0.0007313043,0.0001525916,0.0002982822,0.00005137927,0.0007225153,0.00009436144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005351641,"about_ca_system_score_gemma":0.0002643084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002274747,"about_ca_topic_score_gemma":0.0108271,"domain_scores_codex":[0.9972641,0.0004119415,0.0004661831,0.0001895827,0.001142538,0.0005256494],"domain_scores_gemma":[0.9980521,0.0008259706,0.0001421435,0.000207915,0.0005231844,0.0002486527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005227249,0.000376573,0.8616907,0.0001206747,0.0000547324,0.001740076,0.001269384,0.0007177184,0.1268157,0.0004762757,0.001167203,0.005048261],"study_design_scores_gemma":[0.0007003453,0.000625095,0.980513,0.0001598742,0.000008786008,0.00008714964,0.001760553,0.001000679,0.01039641,0.003111409,0.001506296,0.0001303809],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939614,0.0007784373,0.00002841067,0.0007830373,0.0001932273,0.00007821052,0.0009253221,0.000002886029,0.003249078],"genre_scores_gemma":[0.9979974,0.0005381291,0.0002506008,0.00004327965,0.000151401,1.466279e-7,0.00021195,0.000005551066,0.0008015269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1188223,"threshold_uncertainty_score":0.9969338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06394162430371911,"score_gpt":0.3204883742008784,"score_spread":0.2565467498971593,"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."}}