{"id":"W2599628180","doi":"10.1680/jenge.15.00060","title":"Modelling a heater experiment for radioactive waste disposal","year":2017,"lang":"en","type":"article","venue":"Environmental Geotechnics","topic":"Rock Mechanics and Modeling","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nuclear Safety Commission","funders":"Canadian Nuclear Safety Commission","keywords":"Radioactive waste; Environmental science; Thermal hydraulics; Parametric statistics; Host (biology); Nuclear engineering; Geotechnical engineering; Mining engineering; Geology; Waste management; Engineering; Heat transfer","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007121805,0.0001722345,0.0001430278,0.00002732177,0.0003196138,0.00005658498,0.000233129,0.00009428294,0.00001560643],"category_scores_gemma":[0.000001544292,0.0001797683,0.00009207669,0.000006145912,0.00002138801,0.0001625463,0.00009996618,0.0001190127,0.00001295809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001380502,"about_ca_system_score_gemma":0.000002692793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005725214,"about_ca_topic_score_gemma":3.027546e-7,"domain_scores_codex":[0.9992381,0.000003033378,0.0001502616,0.0002090435,0.0001203496,0.0002792319],"domain_scores_gemma":[0.9994315,0.000007436181,0.00003645898,0.0004520119,0.000001758814,0.00007083819],"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":[0.00001245006,0.0000224018,0.000001247322,0.0000108573,0.00002516482,0.000001910738,0.0002051794,0.9280632,0.06908517,0.0001835304,0.00005996152,0.002328968],"study_design_scores_gemma":[0.0002875973,0.00003410076,8.819366e-7,0.00001383878,0.00001392676,0.00000274181,0.0001358646,0.8402672,0.155636,0.0004181573,0.002999417,0.0001902132],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3666528,0.0002906439,0.6321627,0.00002301007,0.0002561135,0.0002785762,0.00003306773,0.0000922085,0.0002109172],"genre_scores_gemma":[0.9897729,0.000268244,0.009493646,0.00001517371,0.0001104905,0.0001185404,0.00001793923,0.00006229364,0.0001407307],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6231202,"threshold_uncertainty_score":0.7330737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0157516209821748,"score_gpt":0.2130173623218628,"score_spread":0.197265741339688,"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."}}