{"id":"W2324890451","doi":"10.1061/9780784412121.449","title":"Comparison of Laboratory Methods for Measuring Thermal Conductivity of Unsaturated Soils","year":2012,"lang":"en","type":"article","venue":"GeoCongress 2012","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thermal conductivity; Saturation (graph theory); Materials science; Tempe; Evaporation; Moisture; Hydraulic conductivity; Soil water; Thermal; Water content; Porous medium; Sample (material); Soil science; Environmental science; Geotechnical engineering; Porosity; Composite material; Thermodynamics; Geology; Chemistry; Mathematics; Chromatography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00253512,0.0007529215,0.0004830288,0.0009990775,0.0004689682,0.0009188806,0.00116029,0.0005635759,0.001083104],"category_scores_gemma":[0.003196915,0.000386847,0.0005287729,0.0007081126,0.0006596213,0.0005877762,0.0007724635,0.00102828,0.0004262349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008509727,"about_ca_system_score_gemma":0.0007789136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002039443,"about_ca_topic_score_gemma":0.003644021,"domain_scores_codex":[0.997668,0.0005499253,0.0002427892,0.0006020108,0.0008098375,0.0001275511],"domain_scores_gemma":[0.9969788,0.001175712,0.0005208189,0.0004850411,0.0007142914,0.0001254188],"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":[0.0004407851,0.0005003542,0.008275068,0.0005002258,0.0001024411,0.00004307815,0.0002213426,0.001474938,0.9581931,0.0005723023,0.0003045723,0.02937179],"study_design_scores_gemma":[0.00007011571,0.002213427,0.01799498,0.00007582582,0.0001439474,0.0002594238,0.0002426826,0.008095693,0.9653839,0.0004811394,0.004923379,0.0001154799],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7137371,0.003088196,0.2733808,0.0002466508,0.0002743145,0.001024546,0.001850139,0.000913477,0.005484893],"genre_scores_gemma":[0.7298925,0.004180403,0.2555837,0.0002867485,0.0001545592,0.003473502,0.002442063,0.0002198332,0.00376675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00253512,"threshold_uncertainty_score":0.01340717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08176960010541484,"score_gpt":0.3786258109585703,"score_spread":0.2968562108531555,"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."}}