{"id":"W3092437000","doi":"10.22215/etd/2015-10757","title":"Permafrost and Thermokarst Lake Dynamics in the Old Crow Flats, Northern Yukon, Canada","year":2015,"lang":"en","type":"dissertation","venue":"","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thermokarst; Permafrost; Shore; Snow; Hydrology (agriculture); Geology; Physical geography; Tundra; Vegetation (pathology); Ecotone; Geomorphology; Arctic; Oceanography; Geography; Ecology","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":[0.0001173674,0.0001990933,0.0002289129,0.0009413012,0.00133999,0.0007024113,0.0004507006,0.0002266039,0.0007005853],"category_scores_gemma":[0.0002870218,0.000187994,0.0002025666,0.001429034,0.0006010629,0.0002652475,0.0004630448,0.00015632,0.00008959967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006950256,"about_ca_system_score_gemma":0.003986026,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9349315,"about_ca_topic_score_gemma":0.9845706,"domain_scores_codex":[0.9998547,0.000008890553,0.000009687545,0.00003130934,0.00003015355,0.00006526822],"domain_scores_gemma":[0.9996969,0.00002025434,0.00005611219,0.00001028265,0.0001261233,0.00009044298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006031431,0.00002088556,0.9908378,0.00002215619,0.00003181195,0.0002218894,0.001304746,0.0001972264,0.002080602,0.00004397561,0.0001356341,0.005043051],"study_design_scores_gemma":[0.000001621685,0.000009894144,0.998317,0.000004123289,0.000004212999,0.00003008689,0.001186751,0.0001678878,0.00006593325,0.000006849977,0.0002027012,0.000002967708],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995499,0.00004664569,0.00001870514,0.000009406297,5.772048e-7,0.000003378699,0.0001966192,0.00000217773,0.0001725124],"genre_scores_gemma":[0.999345,0.00004573921,0.00005945213,0.000009557077,3.665668e-7,0.000003523808,0.0002654578,0.000001159247,0.0002698802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06506854,"threshold_uncertainty_score":0.1309034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01738063410972433,"score_gpt":0.2236076884202276,"score_spread":0.2062270543105033,"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."}}