{"id":"W2051610191","doi":"10.1016/j.pgeola.2012.05.002","title":"The relationship between shrink–swell occurrence and climate in south-east England","year":2012,"lang":"en","type":"article","venue":"Proceedings of the Geologists Association","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":49,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Natural Environment Research Council; Sight Research UK","keywords":"Precipitation; Swell; Climate change; Subsidence; Geohazard; Physical geography; Climatology; Groundwater; Quarter (Canadian coin); Geology; Glacial period; Environmental science; Geography; Meteorology; Oceanography; Landslide; Archaeology; Geomorphology; Geotechnical engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.001636371,0.00007677753,0.00009596408,0.00001518389,0.0002527077,0.00003206109,0.0001830872,0.000124672,0.00001200206],"category_scores_gemma":[0.0009978375,0.00004142168,0.00003132617,0.0001958919,0.000113637,0.0002096679,0.000233642,0.0002214849,0.00002316447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001422041,"about_ca_system_score_gemma":0.000003163325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000384655,"about_ca_topic_score_gemma":0.00002747088,"domain_scores_codex":[0.9991328,0.00002118968,0.0002051835,0.0001139742,0.000225468,0.0003013839],"domain_scores_gemma":[0.9992844,0.0002667667,0.0003423374,0.0000530267,0.00001691785,0.00003657367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007136371,0.000009314374,0.9969733,0.000006917294,0.000004759938,1.291602e-8,0.002034032,0.000009288437,0.00002925674,0.0003685872,0.0001576687,0.0003997072],"study_design_scores_gemma":[0.000212747,0.00001091674,0.9974192,0.00001568386,0.00001810683,6.700483e-7,0.000192793,0.00003644015,0.00006136805,0.001148451,0.0008225752,0.00006105143],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960252,0.0001027308,7.843124e-7,0.0008598724,0.0001145107,0.0001426808,0.000009412836,0.00001309286,0.002731685],"genre_scores_gemma":[0.9996073,0.00004697805,0.00002972413,0.00001726325,0.00005128603,0.000007187763,0.00000180821,0.00000327725,0.0002352266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003582018,"threshold_uncertainty_score":0.1943649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01763054223111077,"score_gpt":0.2323046308689384,"score_spread":0.2146740886378276,"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."}}