{"id":"W4385504440","doi":"10.1016/j.ijheatmasstransfer.2023.124529","title":"Thermal conductivity changing mechanism of frozen soil-rock mixture and a prediction model","year":2023,"lang":"en","type":"article","venue":"International Journal of Heat and Mass Transfer","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":47,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal; Université du Québec en Abitibi-Témiscamingue","funders":"National Natural Science Foundation of China","keywords":"Thermal conductivity; Materials science; Thermal conduction; Thermodynamics; Thermal; Mineralogy; Phase (matter); Geology; Composite material; Chemistry; Physics","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":[0.0001633477,0.0004773672,0.0004226734,0.0004034187,0.0005022141,0.0005319607,0.001055019,0.0009282331,0.001599442],"category_scores_gemma":[0.0004944175,0.0003326195,0.0007113656,0.0004014489,0.0006208384,0.001179517,0.0004093336,0.0004362309,0.0001404268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005397942,"about_ca_system_score_gemma":0.0004712215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01706055,"about_ca_topic_score_gemma":0.004473815,"domain_scores_codex":[0.9999125,0.0000154845,0.000005692155,0.00003230403,0.00001558365,0.00001836415],"domain_scores_gemma":[0.9998857,0.00004585897,0.00001572438,0.00001103422,0.00002971106,0.0000119466],"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":[0.00005184586,0.00003791005,0.001939882,0.00003229176,0.00001406692,0.0002042475,0.00004559673,0.9833645,0.007846625,0.003515537,0.0002551254,0.002692225],"study_design_scores_gemma":[0.000005750838,0.000005194028,0.0003411133,0.000001099187,0.000006230966,0.0000109258,0.000005841596,0.9986411,0.0006122833,0.0003150532,0.00005077718,0.000004653175],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8477483,0.0005315827,0.1346345,0.0004296557,0.0001363771,0.00007218952,0.0003441994,0.0005906894,0.0155125],"genre_scores_gemma":[0.9966149,0.00008158907,0.001343015,0.00001493895,0.000009155376,0.00001350107,0.00005665681,0.00001939521,0.001846972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01706055,"threshold_uncertainty_score":0.03392249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.029401093799038,"score_gpt":0.2405749181278234,"score_spread":0.2111738243287854,"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."}}