{"id":"W2318916897","doi":"10.3130/aijt.16.1003","title":"FIRE EXPERIMENT ON HORIZONTALLY ARRANGED EXTERNAL LOUVER FOR INTEGRATED FAÇADE","year":2010,"lang":"en","type":"article","venue":"AIJ Journal of Technology and Design","topic":"Urban and spatial planning","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Arup Group (Canada)","funders":"","keywords":"Louver; Facade; Plume; Fire safety; Environmental science; Engineering; Marine engineering; Structural engineering; Meteorology; Mechanical engineering; Civil engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003169127,0.0003249132,0.0003974889,0.0001698308,0.0003710724,0.0002037036,0.000499655,0.0005054289,0.001832331],"category_scores_gemma":[0.0004096823,0.0001894508,0.0004352273,0.0001488913,0.0002833037,0.0003427217,0.0003843789,0.0004243539,0.000196247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001953991,"about_ca_system_score_gemma":0.0001434941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001447995,"about_ca_topic_score_gemma":0.002150644,"domain_scores_codex":[0.9997627,0.00002669579,0.000009236038,0.00007299896,0.00006099524,0.00006739143],"domain_scores_gemma":[0.9996579,0.0001000749,0.0000293824,0.00006582202,0.00008391287,0.00006294398],"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":[0.002127013,0.0007831581,0.00665251,0.0001536475,0.00004710475,0.0005602167,0.0002992598,0.01428474,0.9639091,0.0002948259,0.0001995174,0.01068893],"study_design_scores_gemma":[0.0002413348,0.008259829,0.04192588,0.00001844505,0.0001067342,0.0003285206,0.0003418151,0.04684334,0.9001114,0.0001483029,0.001604101,0.00007027583],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976984,0.00002034154,0.001725128,0.0000076846,0.00001078384,0.00001644983,0.00005348754,0.00004439677,0.0004232547],"genre_scores_gemma":[0.9970933,0.00002236192,0.002079599,0.000007690575,0.000002525497,0.00001453705,0.00005820437,0.00001066586,0.0007111697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001832331,"threshold_uncertainty_score":0.006129801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01291551951315992,"score_gpt":0.230172191421354,"score_spread":0.2172566719081941,"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."}}