{"id":"W2921333877","doi":"10.1680/jcoma.18.00054","title":"Steady-state and dynamic hygrothermal performance of rendered straw bale walls","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Institution of Civil Engineers - Construction Materials","topic":"Hygrothermal properties of building materials","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Straw; Moisture; Work (physics); Lime; Environmental science; Materials science; Dynamic insulation; Waste management; Thermal insulation; Composite material; Mechanical engineering; Engineering; Vacuum insulated panel; Agronomy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003206413,0.0002134386,0.000455972,0.0001595674,0.00003531028,0.00003164695,0.0002944663,0.0001051537,0.000132259],"category_scores_gemma":[0.00003166109,0.0001792428,0.00005801154,0.0001513812,0.0002798852,0.000563555,0.00007495307,0.00007841617,0.00000490948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000546108,"about_ca_system_score_gemma":0.0000292033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001211886,"about_ca_topic_score_gemma":9.527413e-7,"domain_scores_codex":[0.9987006,0.000009689776,0.0006751237,0.0001687655,0.0002442778,0.0002015437],"domain_scores_gemma":[0.9993131,0.00001379165,0.0003214396,0.0001600741,0.0001523622,0.0000392209],"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":[0.00006483069,0.000008560435,0.0004772368,0.002004289,0.0000707923,4.506775e-8,0.0001882586,0.01177404,0.9833741,0.001624245,0.0000117071,0.0004019318],"study_design_scores_gemma":[0.0005425854,0.00007228239,0.002047842,0.0004966919,0.00002718334,0.00002794402,0.00008463952,0.003085227,0.9932292,0.0001255757,0.00007601559,0.0001847785],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996286,0.00007867289,0.000126534,0.00002042185,0.001096017,0.0004465942,0.00006135082,0.00008901665,0.001795433],"genre_scores_gemma":[0.9983271,0.0001724266,0.001365507,0.000003734262,0.00001999054,0.00001139552,0.00000148672,0.00002888167,0.00006948725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009855173,"threshold_uncertainty_score":0.7309309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004901570874552512,"score_gpt":0.1732028330081323,"score_spread":0.1683012621335798,"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."}}