{"id":"W4319455708","doi":"10.1016/j.cscm.2023.e01920","title":"Outdoor test facilities for the experimental performance evaluation of construction materials and systems: The BeTOP case","year":2023,"lang":"en","type":"article","venue":"Case Studies in Construction Materials","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Scale (ratio); Relation (database); Computer science; Full scale; Architectural engineering; Test (biology); Systems engineering; Reliability engineering; Engineering; Civil engineering","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":[0.001818546,0.0001685606,0.000302322,0.00004598386,0.0006575129,0.00005706136,0.00006787603,0.00004655024,0.0001662046],"category_scores_gemma":[0.0003655823,0.0001017739,0.00002662732,0.0001620184,0.001737327,0.0001788233,0.0002041818,0.0000352182,0.00001306152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001182428,"about_ca_system_score_gemma":0.00001178671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002590834,"about_ca_topic_score_gemma":0.00004186229,"domain_scores_codex":[0.9986247,0.0001885848,0.0004875582,0.0002482812,0.0002423374,0.000208495],"domain_scores_gemma":[0.9989838,0.0005442944,0.0001983608,0.0001880587,0.00006764496,0.00001783526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005271233,0.0001641943,0.04285874,0.002374756,0.0009994821,0.0007533572,0.06541935,0.004942851,0.8025179,0.002441054,0.0077864,0.0692148],"study_design_scores_gemma":[0.002290301,0.0002794886,0.003523401,0.0002171058,0.0003079977,0.02375509,0.5781659,0.001664824,0.3876798,0.0003644082,0.001262088,0.0004895155],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948657,0.0006286377,0.000004210498,0.0001146999,0.002753538,0.00112542,0.000396889,0.00003276674,0.00007818452],"genre_scores_gemma":[0.9986393,0.0003334265,0.0000876886,0.000009576647,0.0001629721,0.0006692348,0.000005479512,0.000009106523,0.00008320356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5127466,"threshold_uncertainty_score":0.6401255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07592819872759125,"score_gpt":0.3259946615736825,"score_spread":0.2500664628460912,"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."}}