{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005823882,0.0008116807,0.0008290223,0.002123897,0.00348153,0.005441589,0.002875954,0.003714022,0.3975274],"category_scores_gemma":[0.01049681,0.000702856,0.0006867209,0.001618832,0.001850127,0.001991296,0.002803532,0.003071467,0.2487101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006144495,"about_ca_system_score_gemma":0.0208896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1601316,"about_ca_topic_score_gemma":0.2342805,"domain_scores_codex":[0.9946273,0.0007132572,0.0003078193,0.0005760293,0.002786555,0.0009890521],"domain_scores_gemma":[0.989197,0.0007961146,0.0002960113,0.00159427,0.007064022,0.001052684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009173563,0.00009988939,0.0004100682,0.0001360552,0.000009068871,0.00009623214,0.0001784714,0.0001580058,0.00246045,0.05252805,0.9008933,0.04293878],"study_design_scores_gemma":[0.000009090186,0.0000224192,0.0008509138,0.00003707182,0.000003275208,0.00003332852,0.00004155891,0.00006865602,0.0004134516,0.0006876333,0.9978198,0.00001283681],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001608021,0.0008894734,0.007955768,0.006457651,0.004253305,0.003614722,0.00904437,0.001680543,0.9644961],"genre_scores_gemma":[0.00519902,0.0005092495,0.003536928,0.002207589,0.0002441959,0.0008259133,0.00444976,0.0002425725,0.9827848],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3975274,"threshold_uncertainty_score":0.8593541,"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."}}