{"id":"W2887215590","doi":"10.1093/gji/ggy321","title":"Monitoring changes in unfrozen water content with electrical resistivity surveys in cold continuous permafrost","year":2018,"lang":"en","type":"article","venue":"Geophysical Journal International","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":90,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geological Survey of Canada; Natural Resources Canada","funders":"","keywords":"Permafrost; Electrical resistivity and conductivity; Water content; Environmental science; Electrical resistivity tomography; Soil science; Geology; Geotechnical engineering","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":[0.000211827,0.000263861,0.0002576667,0.0006323165,0.0004830353,0.0004564327,0.0005176883,0.0003522671,0.000333302],"category_scores_gemma":[0.0004428736,0.0001429998,0.000196057,0.0008746047,0.0003594805,0.0003877386,0.0002943938,0.0002709027,0.0001024438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007919272,"about_ca_system_score_gemma":0.0006437172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07276196,"about_ca_topic_score_gemma":0.2270524,"domain_scores_codex":[0.9997893,0.00001828899,0.000008308958,0.0000728365,0.00008002654,0.0000312632],"domain_scores_gemma":[0.999728,0.00004742364,0.00006670861,0.00002725696,0.0001029588,0.00002758346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004377182,0.0002609879,0.5956663,0.0001408287,0.0001126925,0.0004863362,0.001327998,0.02177122,0.3152172,0.000222513,0.000482424,0.06387381],"study_design_scores_gemma":[0.00001390363,0.0001414986,0.9236102,0.00001333218,0.00003746942,0.0001523663,0.0005124201,0.04292799,0.03167051,0.0001144425,0.0007717311,0.00003421378],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959357,0.00002698823,0.003242944,0.00001463576,0.000002181841,0.00001047262,0.0002557329,0.00005725212,0.0004541688],"genre_scores_gemma":[0.9950074,0.00003752939,0.004432677,0.000008938911,0.000002049906,0.0000128327,0.0002992653,0.00001209352,0.0001871953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07276196,"threshold_uncertainty_score":0.1446769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04322853219340771,"score_gpt":0.2559021119909158,"score_spread":0.2126735797975081,"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."}}