{"id":"W4220844512","doi":"10.5194/egusphere-egu22-10949","title":"Vulnerability of peatland complexes in the Hudson Plains, Canada to permafrost-thaw-driven hydrological change","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge; Ministry of Natural Resources and Forestry; Ontario Forest Research Institute; Wilfrid Laurier University","funders":"","keywords":"Permafrost; Peat; Thermokarst; Environmental science; Biogeochemical cycle; Wetland; Climate change; Physical geography; Hydrology (agriculture); Geology; Geography; Ecology; Oceanography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002191261,0.0002325061,0.0002597925,0.001534968,0.001795392,0.001365059,0.0007509957,0.000219386,0.00131546],"category_scores_gemma":[0.0009766439,0.0002218634,0.0002145133,0.001944866,0.001219211,0.0003553917,0.001015823,0.000251702,0.0001159773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01422725,"about_ca_system_score_gemma":0.0150735,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9860451,"about_ca_topic_score_gemma":0.9958883,"domain_scores_codex":[0.9997107,0.00001609515,0.00001267472,0.00005180927,0.00005736433,0.0001513454],"domain_scores_gemma":[0.9993446,0.0000487484,0.0001397653,0.00002831268,0.0001871974,0.0002513845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000071593,0.00003996301,0.9838127,0.00003615329,0.00005801898,0.0003183111,0.002511108,0.0005130825,0.0008357255,0.0004089309,0.0008902163,0.01050419],"study_design_scores_gemma":[0.000003475445,0.000005808341,0.995786,0.00001483223,0.000006042031,0.00005123589,0.002972616,0.0004011077,0.0000646421,0.00005138312,0.0006376595,0.000005079091],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980724,0.0001459956,0.00004087047,0.0000554529,0.000002589871,0.00001793463,0.0006332552,0.000005984739,0.001025448],"genre_scores_gemma":[0.998444,0.0001670735,0.0001043554,0.00002557241,0.000001432027,0.00001170167,0.0005007655,0.000003036844,0.0007420647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01422725,"threshold_uncertainty_score":0.1032264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0949234585799933,"score_gpt":0.2828825229066231,"score_spread":0.1879590643266298,"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."}}