{"id":"W4399765523","doi":"10.32920/26052421.v1","title":"Changes in Subgrade Insulation Conductivity With Varying Moisture Content","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Geotechnical Engineering and Soil Stabilization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Subgrade; Water content; Conductivity; Geotechnical engineering; Environmental science; Moisture; Materials science; Composite material; Geology; Physics","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":[0.0001175398,0.0002275774,0.0001618582,0.0002291938,0.0001100923,0.0003337532,0.0001403188,0.0002413865,0.002633909],"category_scores_gemma":[0.0004052785,0.0001228967,0.0001149531,0.0002707338,0.0001678167,0.0003616428,0.0001412669,0.0003265133,0.0004875431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001278514,"about_ca_system_score_gemma":0.00005657266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004615456,"about_ca_topic_score_gemma":0.0005643906,"domain_scores_codex":[0.9998794,0.00001042416,0.000007204899,0.00003177423,0.00002671805,0.00004460028],"domain_scores_gemma":[0.999679,0.00008839466,0.00006983076,0.0000372129,0.00008242692,0.00004314775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009825977,0.0001584063,0.01674409,0.00006002479,0.00002767205,0.0002825813,0.0002695579,0.00329819,0.961863,0.0001330594,0.000321094,0.01585986],"study_design_scores_gemma":[0.00001567642,0.0006729245,0.1126087,0.00001033975,0.00003545222,0.0002264507,0.0003197204,0.008962833,0.8755403,0.0001886068,0.00139363,0.00002531376],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977899,0.00006969077,0.0008837802,0.000009450095,0.000006077913,0.000003872715,0.0002397983,0.00005397275,0.0009435156],"genre_scores_gemma":[0.9991589,0.00002944836,0.0001986026,0.000006438665,0.00000105342,0.000002532515,0.00009739582,0.000008949087,0.0004966623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002633909,"threshold_uncertainty_score":0.008811295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03118799672561782,"score_gpt":0.2162703088393571,"score_spread":0.1850823121137392,"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."}}