{"id":"W2060394166","doi":"10.1139/s05-007","title":"Modeling soil thermal conductivities over a wide range of conditions","year":2005,"lang":"en","type":"article","venue":"Journal of Environmental Engineering and Science","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":164,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thermal conductivity; Soil water; Snow; Soil science; Water content; Environmental science; Bulk density; Mineralogy; Materials science; Moisture; Geology; Geotechnical engineering; Composite material; Geomorphology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0002609387,0.0005039003,0.0003987587,0.0005402685,0.0002746845,0.0006292015,0.0006517352,0.0005625378,0.0004680315],"category_scores_gemma":[0.0007767447,0.0002928452,0.0005697713,0.0006698904,0.0002441239,0.0008775239,0.0003056078,0.0003725652,0.0001386307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005191554,"about_ca_system_score_gemma":0.0004563794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00821454,"about_ca_topic_score_gemma":0.01035643,"domain_scores_codex":[0.9998771,0.00002326796,0.000007768204,0.00005241216,0.00002765757,0.00001183006],"domain_scores_gemma":[0.9997661,0.0001345019,0.00002840517,0.00002442617,0.00003611414,0.00001054952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002307131,0.00004196931,0.006476727,0.00004864506,0.00003604532,0.00003740122,0.00005273879,0.9722526,0.008172264,0.0004443136,0.00007985549,0.01233434],"study_design_scores_gemma":[0.0000065539,0.00001635396,0.002312128,0.00000305914,0.00001305003,0.00002085566,0.00001926272,0.9939183,0.002794922,0.0006465116,0.00023914,0.000009778777],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6650606,0.0002037841,0.3294892,0.00006121211,0.00002297761,0.00006935587,0.0007961622,0.0007391993,0.003557428],"genre_scores_gemma":[0.9663272,0.0001572746,0.03213273,0.000008700219,0.00001031844,0.0001018072,0.0003797287,0.0000658076,0.0008163662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00821454,"threshold_uncertainty_score":0.01633346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01657550971938766,"score_gpt":0.1987730858948319,"score_spread":0.1821975761754443,"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."}}