{"id":"W4402260687","doi":"10.1109/igarss53475.2024.10640480","title":"Investigation of Polarimetric ALOS2 for Peatland and Permafrost Monitoring in the Wapusk National Park","year":2024,"lang":"en","type":"article","venue":"","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Natural Resources Canada","funders":"","keywords":"Peat; Permafrost; National park; Remote sensing; Environmental science; Polarimetry; Forestry; Physical geography; Hydrology (agriculture); Geology; Geography; Archaeology; Geotechnical engineering","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":[0.0004776812,0.000233263,0.0001930272,0.0006571258,0.000478307,0.0005510427,0.0004544407,0.0002395016,0.0003294556],"category_scores_gemma":[0.0003037459,0.0001898084,0.0001248624,0.0006524253,0.0002162593,0.0003573319,0.0002302135,0.0003102036,0.000127833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005078139,"about_ca_system_score_gemma":0.001002277,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1635465,"about_ca_topic_score_gemma":0.5082504,"domain_scores_codex":[0.9998109,0.00002232594,0.00000539317,0.00004647867,0.00007604592,0.00003895731],"domain_scores_gemma":[0.9996892,0.0000306534,0.00003110923,0.00001552923,0.0001658163,0.00006770313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004425753,0.000472181,0.8758169,0.0001015048,0.00009264098,0.001001506,0.0009174276,0.003026358,0.06699474,0.0001892939,0.001634648,0.04931017],"study_design_scores_gemma":[0.00005872941,0.0001431587,0.9473293,0.00001479941,0.00004972431,0.0002596285,0.001110913,0.04001854,0.007247127,0.00007311621,0.003675948,0.00001886775],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974253,0.0001085445,0.0008022347,0.00006223432,0.000006357017,0.00002699889,0.0003717225,0.00006733044,0.001129391],"genre_scores_gemma":[0.9929768,0.0001164142,0.004841016,0.00004486175,0.000006919957,0.00002260231,0.001021021,0.00001998542,0.0009503738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8364536,"threshold_uncertainty_score":0.3251891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08190288756339181,"score_gpt":0.2799641955461866,"score_spread":0.1980613079827948,"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."}}