{"id":"W2995257719","doi":"","title":"Monitoring of the permafrost surface active layer in Quebec and in the Arctic using remote sensing","year":2014,"lang":"en","type":"article","venue":"EGUGA","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Permafrost; Arctic; Remote sensing; The arctic; Layer (electronics); Active layer; Geology; Environmental science; Physical geography; Geography; Oceanography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004847171,0.0002716527,0.0002428878,0.0009965801,0.00128603,0.0008870431,0.0006317688,0.0004187286,0.001547297],"category_scores_gemma":[0.0008719658,0.0001443185,0.0002130307,0.001561014,0.0004379638,0.0004308297,0.0003558724,0.0002952143,0.0001785236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01418452,"about_ca_system_score_gemma":0.0101638,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9956066,"about_ca_topic_score_gemma":0.9977099,"domain_scores_codex":[0.9997513,0.00003179177,0.00001169019,0.00005510913,0.00008073924,0.0000694657],"domain_scores_gemma":[0.9991454,0.00008155322,0.0001047477,0.00002667363,0.0005076091,0.0001340656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003629883,0.0001148246,0.9393619,0.0001004493,0.000244326,0.0002184886,0.00112021,0.005272247,0.006127933,0.0006510937,0.005709127,0.0407163],"study_design_scores_gemma":[0.00001888988,0.00001254929,0.9905318,0.00002318055,0.00002196223,0.00002299759,0.000434365,0.004497428,0.0002886938,0.00002745832,0.004104716,0.00001587084],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877008,0.000882617,0.0007891924,0.0003967368,0.00002195559,0.00004501774,0.005027797,0.0000708523,0.005065117],"genre_scores_gemma":[0.994013,0.0002411526,0.0009951391,0.00008106871,0.000006858544,0.00002133625,0.001624524,0.000008669449,0.003008188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01418452,"threshold_uncertainty_score":0.1029164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04985171799270602,"score_gpt":0.2618950940823215,"score_spread":0.2120433760896155,"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."}}