{"id":"W4402503126","doi":"10.1016/j.geotexmem.2024.09.002","title":"Freeze-thaw impacts on geocell-stabilized bases considering effects of water supply and compaction","year":2024,"lang":"en","type":"article","venue":"Geotextiles and Geomembranes","topic":"Geotechnical Engineering and Soil Stabilization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Metabolomics Innovation Centre; University of Victoria","funders":"","keywords":"Compaction; Geotechnical engineering; Environmental science; Water supply; Materials science; Environmental engineering; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0003237879,0.0003796664,0.0003663347,0.0003829506,0.0003292509,0.0004401451,0.0002479597,0.0004016382,0.001440047],"category_scores_gemma":[0.0005418843,0.0001600204,0.0002780018,0.00025551,0.0003516739,0.0003756747,0.0003719419,0.0003639159,0.0002080243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002400583,"about_ca_system_score_gemma":0.0001726213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001186863,"about_ca_topic_score_gemma":0.002692932,"domain_scores_codex":[0.9998374,0.00001342651,0.00001042744,0.00002672606,0.00007221384,0.00003978876],"domain_scores_gemma":[0.9997299,0.00005386614,0.00006207581,0.00002432413,0.0000895858,0.00004012497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005531219,0.00006907852,0.003473665,0.0001195012,0.00002007548,0.0002265391,0.0001167866,0.00509965,0.9815268,0.0001276225,0.00005120386,0.008616012],"study_design_scores_gemma":[0.00001462131,0.001580051,0.01875707,0.00002475819,0.00005977074,0.0001105843,0.0003291358,0.007570881,0.9704056,0.00007603865,0.001052074,0.00001946141],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989039,0.0002360157,0.0004764021,0.000006434665,0.000009681,0.000008074781,0.00005340947,0.00001171826,0.0002944859],"genre_scores_gemma":[0.9990191,0.0001732186,0.000381045,0.000007714076,0.000002218994,0.000005108042,0.00005421325,0.000005529777,0.0003516468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001440047,"threshold_uncertainty_score":0.004817426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003790810518516877,"score_gpt":0.1831880487350215,"score_spread":0.1793972382165046,"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."}}