{"id":"W4367300065","doi":"10.3390/rs15092312","title":"Polarimetric L-Band ALOS2-PALSAR2 for Discontinuous Permafrost Mapping in Peatland Regions","year":2023,"lang":"en","type":"article","venue":"Remote Sensing","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geological Survey of Canada","funders":"","keywords":"Permafrost; Peat; Subarctic climate; Bog; Remote sensing; Geology; Environmental science; Taiga; Vegetation (pathology); Lidar; Snow; Geomorphology; Geography; Forestry","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":[0.000232267,0.0003513145,0.0001565795,0.001121384,0.0002107496,0.000390696,0.0002382006,0.0001942961,0.0005835662],"category_scores_gemma":[0.0001655967,0.0001414374,0.0001921284,0.0008354027,0.0001293414,0.0003140868,0.0002974759,0.00019091,0.0002410801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001836915,"about_ca_system_score_gemma":0.0004269473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01177416,"about_ca_topic_score_gemma":0.026213,"domain_scores_codex":[0.9999061,0.00001649934,0.00000343364,0.00002200619,0.00002613939,0.0000258085],"domain_scores_gemma":[0.9999353,0.000008440924,0.00001013699,0.000006339711,0.00003020045,0.000009656529],"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":[0.0008643537,0.0002499134,0.1673376,0.0004003561,0.0001297037,0.001013046,0.0009017812,0.04091495,0.3790486,0.001077689,0.00448708,0.4035749],"study_design_scores_gemma":[0.00007849487,0.0001182017,0.539017,0.00008289415,0.0001930199,0.0004699056,0.001971659,0.3733118,0.07123715,0.001271238,0.01217376,0.00007492206],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9609663,0.0005469552,0.03236477,0.00009081461,0.00001835567,0.00005258654,0.00108855,0.0005960782,0.004275558],"genre_scores_gemma":[0.9740369,0.000260245,0.02325455,0.00002370582,0.00001156292,0.0000375913,0.001335981,0.00004747854,0.0009919903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01177416,"threshold_uncertainty_score":0.02341121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06594138978175301,"score_gpt":0.2689823685821918,"score_spread":0.2030409788004388,"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."}}