{"id":"W7048241755","doi":"","title":"Joint project with ASHRAE investigates design methods for smoke management systems in atriums","year":2008,"lang":"en","type":"article","venue":"NPARC","topic":"Superconducting Materials and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Joint (building); Work (physics); Smoke; Management system; Design methods","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000329041,0.0001031271,0.0001556196,0.00008158062,0.00004905326,0.00002459243,0.00007641574,0.00003528503,0.000009099564],"category_scores_gemma":[0.00001311514,0.00008524694,0.00001907245,0.0001558949,0.00002698542,0.00005692261,0.00001219054,0.00004437653,0.000004267405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003962457,"about_ca_system_score_gemma":0.00001409986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004707067,"about_ca_topic_score_gemma":0.000001426348,"domain_scores_codex":[0.999411,0.00004442209,0.0001751396,0.0001427013,0.0000529221,0.0001738233],"domain_scores_gemma":[0.999712,0.00005960291,0.00001666594,0.0001640268,0.00001821532,0.00002942018],"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":[0.00002014095,0.00005208908,0.0003745453,0.0008525597,0.0001211802,0.00001305789,0.001273877,0.04335415,0.9353414,0.0066138,0.007060527,0.004922699],"study_design_scores_gemma":[0.002670913,0.0002890685,0.003842118,0.0004723889,0.0001273107,0.0001629527,0.001875816,0.1515064,0.7911844,0.007354734,0.03924423,0.00126969],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7041314,0.0002229288,0.2891102,0.00008594673,0.0003016984,0.001988041,0.000007609076,0.0003589865,0.003793217],"genre_scores_gemma":[0.5269098,0.00005394426,0.4717694,0.00001294409,0.00006364634,0.001082575,0.000005207682,0.00002996251,0.00007245041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1826592,"threshold_uncertainty_score":0.3476269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1347492455996838,"score_gpt":0.3111482844046454,"score_spread":0.1763990388049616,"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."}}