{"id":"W4393987487","doi":"10.3390/en17071740","title":"Hygrothermal Performance of the Hemp Concrete Building Envelope","year":2024,"lang":"en","type":"article","venue":"Energies","topic":"Hygrothermal properties of building materials","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Building envelope; Envelope (radar); Architectural engineering; Structural engineering; Civil engineering; Engineering; Forensic engineering; Telecommunications; Geography","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":[0.0001485303,0.0001312452,0.0001456348,0.00004473144,0.00004672661,0.00006071987,0.0002759732,0.00004790619,0.0001546014],"category_scores_gemma":[0.00001328987,0.00008790984,0.00006119535,0.000118388,0.00008462375,0.0001849527,0.00007552404,0.00009211462,0.00003414428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003008911,"about_ca_system_score_gemma":0.00001837886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001525719,"about_ca_topic_score_gemma":4.330562e-7,"domain_scores_codex":[0.9993371,0.0000212385,0.0002009979,0.0001097721,0.0001376905,0.0001931541],"domain_scores_gemma":[0.9996956,0.00003367218,0.00001612748,0.0002206379,0.00001340049,0.00002056319],"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":[0.000005024755,3.657077e-7,0.00009440399,0.0002368118,0.00003699716,0.000001424306,0.0002466423,0.1499318,0.8462836,0.0007208756,0.0004668904,0.001975201],"study_design_scores_gemma":[0.00005352314,0.0000134131,0.0005130257,0.0002694845,0.000009148172,0.000006294777,0.00001308246,0.0198846,0.9587393,0.00002012847,0.02034812,0.0001299121],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928559,0.001671958,0.00003392997,0.0000622521,0.00113695,0.00007951409,0.000006931768,0.0004014238,0.003751109],"genre_scores_gemma":[0.9983338,0.0001477697,0.0007055998,0.00002773892,0.0001549817,0.00001714552,4.447833e-7,0.00005377393,0.0005587456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1300472,"threshold_uncertainty_score":0.3584859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008267002802193089,"score_gpt":0.1938877395475264,"score_spread":0.1856207367453333,"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."}}