{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007315049,0.0001503384,0.000226149,0.0001892664,0.0001007211,0.0001575472,0.0002642918,0.00006139568,0.001644343],"category_scores_gemma":[0.00003560073,0.00009866345,0.00004409156,0.0001675427,0.0001067372,0.0002510014,0.00002471108,0.0003975712,0.0002037119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004371266,"about_ca_system_score_gemma":0.00002868773,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004044241,"about_ca_topic_score_gemma":0.04332605,"domain_scores_codex":[0.9984141,0.0002385412,0.0002399607,0.0002283485,0.0004389245,0.0004401477],"domain_scores_gemma":[0.9994026,0.0001536,0.00006892122,0.00008035351,0.0001634569,0.000131027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001812737,0.0000835678,0.9797935,0.000002250488,0.00001892181,0.0002367531,0.0003668774,0.00001478466,0.01148909,0.00001221097,0.00007701202,0.007723783],"study_design_scores_gemma":[0.0007707892,0.0003545237,0.9909468,0.00007859543,0.000004563505,0.00007906283,0.0001153685,0.0008231644,0.005824432,0.0001075466,0.0007357904,0.0001593061],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996619,0.00005459512,0.00003982906,0.001200223,0.0007048076,0.00008900533,0.0003071046,0.000009828445,0.0009755582],"genre_scores_gemma":[0.9974366,0.00008611957,0.00003446866,0.0001408953,0.001768161,0.000002228497,0.0001769829,0.000005677599,0.0003488287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03928181,"threshold_uncertainty_score":0.9992683,"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."}}