{"id":"W4313473715","doi":"10.30822/arteks.v7i3.1914","title":"The influence of attics space geometrical shape on ignition and flashover stages in residential building fires in dense settlements","year":2022,"lang":"en","type":"article","venue":"ARTEKS Jurnal Teknik Arsitektur","topic":"Evacuation and Crowd Dynamics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"UK Research and Innovation","keywords":"Attic; Roof; Ignition system; Ceiling (cloud); Arc flash; Invisibility; Confined space; Structural engineering; Engineering; Materials science; Composite material; Aerospace engineering; Physics; Optics","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":[0.0003008816,0.000355108,0.0002664624,0.0003267951,0.0002739958,0.0005186848,0.0002397803,0.0002896178,0.001013335],"category_scores_gemma":[0.001666968,0.0001696058,0.0002965062,0.0001711929,0.0007063854,0.0003976374,0.0004820004,0.0002298518,0.0001162605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002207638,"about_ca_system_score_gemma":0.0001775637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002221841,"about_ca_topic_score_gemma":0.0032221,"domain_scores_codex":[0.9997754,0.00006258205,0.00001126008,0.00004594154,0.00004977618,0.0000551409],"domain_scores_gemma":[0.999353,0.0003609659,0.0000997146,0.00006878258,0.00005378542,0.00006380578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.005639622,0.001096818,0.2194088,0.0004758522,0.0001657882,0.002630122,0.00445315,0.4390545,0.2781365,0.001911379,0.0003282834,0.04669916],"study_design_scores_gemma":[0.00008552628,0.003833567,0.6969877,0.0000579115,0.0001137836,0.0007857759,0.006706653,0.2056271,0.08374067,0.000922573,0.0009799079,0.0001588161],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992544,0.0000133624,0.000429391,0.000001818475,0.000001495209,0.000005913402,0.00001326575,0.000005997115,0.0002743361],"genre_scores_gemma":[0.9996736,0.00001228904,0.0002283346,7.122648e-7,4.403706e-7,0.000002690819,0.00001982016,0.000002054824,0.00006005535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002221841,"threshold_uncertainty_score":0.004417777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009014597512917824,"score_gpt":0.2425066070596083,"score_spread":0.2334920095466904,"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."}}