{"id":"W870643881","doi":"","title":"Discharge and Fire Extinguishing Test of Inert Gas Clean Agent","year":2005,"lang":"en","type":"article","venue":"Journal of Korean Institute of Fire Science and Engineering","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science; Waste management; Inert gas; Inert; Piping; Toxic gas; Forensic engineering; Engineering; Environmental engineering; Chemistry; Chemical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007565491,0.0001182012,0.0002459533,0.0002013635,0.00007261521,0.00004871148,0.000247133,0.00003946656,0.000003270529],"category_scores_gemma":[0.0004096468,0.0001017652,0.00004461645,0.0003686021,0.0002103066,0.0007240333,0.00007279057,0.0002237634,2.952165e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000619206,"about_ca_system_score_gemma":0.00006971655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001876182,"about_ca_topic_score_gemma":0.000006957323,"domain_scores_codex":[0.9988161,0.000002569946,0.0004116744,0.0001017104,0.0004218807,0.0002461111],"domain_scores_gemma":[0.9994008,0.0000431618,0.00009021343,0.000114906,0.0001754007,0.0001755102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002152238,0.000100889,0.00877891,0.0008912452,0.00007667746,0.00005421327,0.002523387,0.261165,0.2129075,0.001386097,0.0003182791,0.5117763],"study_design_scores_gemma":[0.0004297046,0.0001616657,0.01938361,0.0005941572,0.00001742087,0.0001800138,0.0001521387,0.9678522,0.007757554,0.00003068196,0.003233994,0.0002068885],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978709,0.000738875,0.0003791161,0.0001814755,0.0002544181,0.00004597892,0.000005885709,0.00001436141,0.000509036],"genre_scores_gemma":[0.9952505,0.001228081,0.003357209,0.000006038772,0.0001356799,4.602481e-7,4.772753e-7,0.00001198696,0.000009613111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7066872,"threshold_uncertainty_score":0.4149863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009563761640300423,"score_gpt":0.226148312720805,"score_spread":0.2165845510805046,"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."}}