{"id":"W347254232","doi":"","title":"Permanently installed 2D electrical resistivity array for monitoring permafrost beneath pavement, Dawson City, Yukon, Canada.","year":2010,"lang":"en","type":"article","venue":"EGU General Assembly Conference Abstracts","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Permafrost; Geology; Floodplain; Alluvium; Hydrology (agriculture); Physical geography; Silt; Fluvial; Global warming; Climate change; Geomorphology; Geotechnical engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004429566,0.0004131188,0.0004089976,0.0000989083,0.0005541153,0.0003467016,0.000519997,0.0002206243,0.001472963],"category_scores_gemma":[0.0001127443,0.0003727748,0.0001159289,0.0001954188,0.00006580585,0.0003929709,0.00003002772,0.0005562482,0.00004438029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003995316,"about_ca_system_score_gemma":0.0007954107,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.339908,"about_ca_topic_score_gemma":0.9407879,"domain_scores_codex":[0.9971614,0.00005453101,0.0005013841,0.0006601345,0.0006315787,0.0009909315],"domain_scores_gemma":[0.9983746,0.0002536735,0.0002283509,0.0004065599,0.0002451127,0.0004917007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001160489,0.00008773559,0.6155866,0.00004508331,0.00004525231,0.00005747413,0.000261114,0.0002564709,0.3703125,0.0000923829,0.004188244,0.008951051],"study_design_scores_gemma":[0.0005671361,0.0001411568,0.936372,0.00002506715,0.00003296102,0.00001996538,0.0001001843,0.001191392,0.04011946,0.0000996415,0.02079431,0.000536726],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887053,0.0001005904,0.0000343947,0.00101801,0.001733624,0.0004611613,0.003642708,0.00005836444,0.004245796],"genre_scores_gemma":[0.9925146,0.0001205887,0.0004558106,0.0003100257,0.00152071,0.00001772786,0.004003689,0.00001625464,0.001040631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6008799,"threshold_uncertainty_score":0.9998724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04506263221113325,"score_gpt":0.2650611980143587,"score_spread":0.2199985658032254,"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."}}