{"id":"W2270042541","doi":"","title":"질소가스를 이용한 청정 소화시스템의 개발","year":2006,"lang":"ko","type":"article","venue":"유체기계 연구개발 발표회 논문집","topic":"Fire Detection and Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Piping; Environmental science; Waste management; Inert gas; Nitrogen gas; Engineering; Nitrogen; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003059921,0.0004823896,0.0005241223,0.0002174337,0.0002182796,0.0001658534,0.0003138718,0.0004368633,0.001436091],"category_scores_gemma":[0.00003800561,0.0005294374,0.0003106558,0.0005259111,0.00006295117,0.0002038161,0.00006275959,0.0004984482,0.006624677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002543416,"about_ca_system_score_gemma":0.00004671393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001652808,"about_ca_topic_score_gemma":0.0004229141,"domain_scores_codex":[0.9974221,0.00009558285,0.0007709312,0.000492772,0.000446829,0.0007717645],"domain_scores_gemma":[0.9988055,0.00008573728,0.0001172242,0.0007051036,0.0000869033,0.000199571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002942852,0.0009838789,0.02205265,0.003560043,0.001149013,0.0009759069,0.004338579,0.06935868,0.06872041,0.02743895,0.7101911,0.09093655],"study_design_scores_gemma":[0.001403289,0.0001319695,0.03071846,0.0002575055,0.00008461677,0.0001357106,0.000254365,0.04368555,0.005299956,0.0003693372,0.9165509,0.001108381],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4437359,0.01064609,0.01304827,0.002502067,0.02684377,0.001690248,0.000298969,0.003744162,0.4974905],"genre_scores_gemma":[0.9663253,0.0001094081,0.000226565,0.0001419583,0.002200347,0.00003204336,0.00004013916,0.0001335746,0.03079065],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5225894,"threshold_uncertainty_score":0.9997157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004362826504492002,"score_gpt":0.1728004169247165,"score_spread":0.1684375904202245,"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."}}