{"id":"W2160945489","doi":"10.1139/t04-081","title":"Thermal conductivity of base-course materials","year":2005,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":228,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Thermal conductivity; Materials science; Porosity; Thermal; Saturation (graph theory); Base course; Mineralogy; Composite material; Geotechnical engineering; Geology; Thermodynamics; Mathematics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004956809,0.0001010692,0.0001822817,0.00009691816,0.0001467641,0.00005771954,0.0002370588,0.0001185431,0.05311239],"category_scores_gemma":[0.00003544207,0.0000823532,0.0000652572,0.0001031705,0.0001145889,0.0002130773,0.00000561671,0.0002521875,0.0002378385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001761554,"about_ca_system_score_gemma":0.0003013133,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07998247,"about_ca_topic_score_gemma":0.2651891,"domain_scores_codex":[0.9990082,0.0000662064,0.0002549412,0.0001149009,0.0001657147,0.0003900599],"domain_scores_gemma":[0.9990697,0.00005359923,0.00009461997,0.0001451972,0.00005111827,0.0005857704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000225504,0.0001908723,0.3521784,0.0000797318,0.0002011379,0.001251538,0.0009993326,0.03552916,0.1401206,0.0003620383,0.06929032,0.3995713],"study_design_scores_gemma":[0.0008222457,0.0002995595,0.8789765,0.00009119842,0.00007472847,0.001160359,0.0002554992,0.004102258,0.01604457,0.0003817161,0.09719521,0.0005961366],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931842,0.0004122472,0.00001356821,0.003124118,0.0003202386,0.00006789472,0.001691128,0.00001097056,0.001175635],"genre_scores_gemma":[0.9982021,0.00006489864,0.00009534119,0.0007862185,0.0006684084,2.459886e-7,0.0001092179,0.000003968518,0.00006952743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5267981,"threshold_uncertainty_score":0.9477532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0375965124816323,"score_gpt":0.2399095521935994,"score_spread":0.2023130397119671,"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."}}