{"id":"W3174837951","doi":"10.5194/egusphere-egu21-6241","title":"Retrieving freeze/thaw-cycles using Sentinel 1 data in Eastern Nunavik (Québec, Canada)","year":2021,"lang":"en","type":"article","venue":"","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Permafrost; Environmental science; Remote sensing; Biogeochemical cycle; Microwave; Atmospheric sciences; Oceanography; Geology; Ecology; Biology","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":[0.0003203068,0.000309747,0.0001768016,0.0006475498,0.0007011436,0.0005938185,0.0006202213,0.0001969783,0.0006973745],"category_scores_gemma":[0.0005394012,0.0001421785,0.0001859229,0.0008081844,0.0002941441,0.0001727991,0.0002983923,0.0001947974,0.0001696282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004932101,"about_ca_system_score_gemma":0.00697013,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9805883,"about_ca_topic_score_gemma":0.9897316,"domain_scores_codex":[0.9998401,0.00001067195,0.000007833293,0.00003956403,0.00004496581,0.00005676454],"domain_scores_gemma":[0.9996493,0.00002245694,0.00002686207,0.00001766998,0.0002359874,0.00004781334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005105949,0.0001210027,0.831702,0.0002354439,0.000130327,0.0006874316,0.0009638056,0.06942018,0.02793507,0.0008536882,0.00615869,0.06128173],"study_design_scores_gemma":[0.00005409031,0.00005354458,0.8371075,0.0001171529,0.00006767616,0.0001142194,0.002992314,0.1475204,0.005872262,0.000205191,0.005807691,0.00008784246],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913873,0.0003933851,0.001013164,0.00008276487,0.0000196544,0.00004946081,0.004001784,0.00009448016,0.002957982],"genre_scores_gemma":[0.9924953,0.0002090543,0.00286705,0.00002553184,0.000003232407,0.0000157602,0.003097744,0.00001553751,0.001270852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01941174,"threshold_uncertainty_score":0.03905207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1479069882061143,"score_gpt":0.2912777034255358,"score_spread":0.1433707152194215,"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."}}