{"id":"W2912875363","doi":"10.1088/1748-9326/aaf06f","title":"Investigating lake-area dynamics across a permafrost-thaw spectrum using airborne electromagnetic surveys and remote sensing time-series data in Yukon Flats, Alaska","year":2019,"lang":"en","type":"article","venue":"Environmental Research Letters","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Geological Survey","keywords":"Permafrost; Thermokarst; Ecoregion; Tundra; Wetland; Boreal; Physical geography; Taiga; Geology; Environmental science; Surface water; Hydrology (agriculture); Arctic; Oceanography; Ecology; Geography","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":[0.0003045828,0.0001509105,0.0001473324,0.0009558967,0.0003912036,0.000472112,0.0001698766,0.0001756094,0.0003227656],"category_scores_gemma":[0.0005128217,0.0001285852,0.0002394178,0.001148705,0.0001861455,0.0003683376,0.0003947135,0.0001405919,0.00006688182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006003381,"about_ca_system_score_gemma":0.0005320378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1479875,"about_ca_topic_score_gemma":0.3012407,"domain_scores_codex":[0.9998794,0.00001538787,0.00001816536,0.00004186418,0.0000214609,0.00002379791],"domain_scores_gemma":[0.9997432,0.00003884957,0.00007831597,0.00001896997,0.00007873173,0.00004191596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002335057,0.00002267576,0.9938033,0.0000102533,0.00003591796,0.00005380876,0.0004769743,0.0005955604,0.001273774,0.00002966013,0.00008200255,0.003592763],"study_design_scores_gemma":[0.000001003658,0.000007994285,0.9979464,0.000004736385,0.00001231774,0.00001275749,0.0007352442,0.001044516,0.00009737862,0.00001110961,0.0001240577,0.000002470937],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995591,0.00002616373,0.0000545648,0.000005996706,7.480006e-7,0.000001709232,0.0002009659,0.000002413544,0.0001485095],"genre_scores_gemma":[0.9991515,0.00003892605,0.000166175,0.000004902209,0.000001141932,0.000005071694,0.0005212254,0.000001074203,0.00010998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1479875,"threshold_uncertainty_score":0.2942522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05040621454058895,"score_gpt":0.2831750661452129,"score_spread":0.232768851604624,"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."}}