{"meta":{"query_hash":"49f337110518","filters":{"venue":"Journal of Korean Institute of Fire Science and Engineering"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/49f337110518","api":"https://metacan.xera.ac/api/v1/cohort?venue=Journal+of+Korean+Institute+of+Fire+Science+and+Engineering"},"results":[{"id":"W229282854","doi":"","title":"A Study on Fire Data Analysis in Korea, Japan and USA(3) Deaths and Injuries Due to Fires","year":2005,"lang":"en","type":"article","venue":"Journal of Korean Institute of Fire Science and Engineering","topic":"Diverse Approaches in Healthcare and Education Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Demography; Quarter (Canadian coin); Population; Geography; Mortality rate; Medicine; Archaeology","score_opus":0.07554604633281678,"score_gpt":0.3476081077997141,"score_spread":0.27206206146689726,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W229282854","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99795866,0.00047134288,0.000020995145,0.0012180598,0.00010053503,0.000112892165,0.0000048508423,0.0000034326108,0.00010925111],"genre_scores_gemma":[0.9967299,0.00035221415,0.0027178405,0.00009258107,0.000090489346,0.0000016472101,7.973268e-7,0.0000031549994,0.000011336194],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9990101,0.0000057986795,0.00031169486,0.00019556285,0.00032691838,0.00014992068],"domain_scores_gemma":[0.99936783,0.000042276006,0.00008046984,0.00020358419,0.000122488,0.00018333392],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008488871,0.00009590674,0.0003469765,0.00049863,0.0000918164,0.000036990477,0.0001445289,0.00002294868,0.0000014975577],"category_scores_gemma":[0.00045833812,0.00007440214,0.000018548868,0.0008117848,0.00018749747,0.0005369069,0.00014278346,0.00012572452,2.6180575e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009827906,0.00028210366,0.84001833,0.0001280421,0.00025553553,0.000058977388,0.018892065,0.001359134,0.00022220859,0.00017526589,0.00022891823,0.13828114],"study_design_scores_gemma":[0.00036324732,0.0004536094,0.9904165,0.00019879581,0.0001720036,0.00008064611,0.004766117,0.002634295,0.00008343534,0.000004020078,0.0007431295,0.00008417423],"about_ca_topic_score_codex":0.00020745899,"about_ca_topic_score_gemma":0.00012805614,"teacher_disagreement_score":0.15039818,"about_ca_system_score_codex":0.000049096383,"about_ca_system_score_gemma":0.00013629677,"threshold_uncertainty_score":0.3034031},"labels":[],"label_agreement":null},{"id":"W783767336","doi":"","title":"A Study on Proposals for Improving the Fire Protection Regulations for Nuclear Power Plants","year":2010,"lang":"en","type":"article","venue":"Journal of Korean Institute of Fire Science and Engineering","topic":"Education, Safety, and Science Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nuclear power; Fire protection; Engineering; Nuclear power plant; Service (business); Forensic engineering; Business; Civil engineering","score_opus":0.028819168915283643,"score_gpt":0.3003131340224337,"score_spread":0.27149396510715007,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W783767336","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99484074,0.000017225233,0.00035621997,0.0022745882,0.0016961338,0.0005797825,0.0000028636143,0.00000952624,0.00022294298],"genre_scores_gemma":[0.99827576,0.000013879292,0.0013791744,0.000013711182,0.00027880532,0.0000115592975,7.3228996e-8,0.0000039112356,0.000023147008],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99910754,0.0000077840805,0.00021790297,0.00011040493,0.0003809492,0.00017540035],"domain_scores_gemma":[0.9992,0.00007202595,0.00016233124,0.000090700305,0.000404645,0.00007031557],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0026143813,0.00006275729,0.000109431574,0.00009936654,0.0013588087,0.00009940047,0.00027513294,0.00002709203,0.0000011666359],"category_scores_gemma":[0.0017201599,0.000041484513,0.000041531745,0.00028904103,0.00050252577,0.000682913,0.00001922223,0.00011096072,1.14611055e-7],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025617628,0.0009869229,0.0040468103,0.00023637225,0.00013587487,0.0000046905357,0.46978825,0.0037370818,0.18177347,0.08569405,0.0013834421,0.25195688],"study_design_scores_gemma":[0.004297272,0.00768927,0.36687353,0.00089988986,0.00027563653,0.00015039548,0.46534646,0.03438182,0.0071678585,0.0057186894,0.10570663,0.0014925582],"about_ca_topic_score_codex":0.000092764945,"about_ca_topic_score_gemma":0.00012883816,"teacher_disagreement_score":0.3628267,"about_ca_system_score_codex":0.00004119414,"about_ca_system_score_gemma":0.00032851245,"threshold_uncertainty_score":0.9999413},"labels":[],"label_agreement":null},{"id":"W790985716","doi":"","title":"Analysis on the Reaction-to-fire's Performance of Sandwich Panel Systems by using ISO 5660-1 and EN 13823 Fire Tests","year":2009,"lang":"en","type":"article","venue":"Journal of Korean Institute of Fire Science and Engineering","topic":"Flame retardant materials and properties","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Cone calorimeter; Fire performance; Sandwich panel; Sandwich-structured composite; Combustion; Flammability; Materials science; Thermal insulation; Ignition system; Composite material; Smoke; Core (optical fiber); Waste management; Fire resistance; Chemistry; Engineering; Char","score_opus":0.01799182721092514,"score_gpt":0.2217600615209035,"score_spread":0.20376823430997837,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W790985716","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9987346,0.0005589714,0.000051298477,0.0001512148,0.00037872326,0.000073980336,0.000008293858,0.000006897699,0.00003602506],"genre_scores_gemma":[0.99904156,0.0004225457,0.00042734726,0.000020974983,0.00007342517,5.70079e-7,2.7957708e-7,0.00000427417,0.000009033616],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9987723,0.00001765388,0.00042400026,0.00014543087,0.00044954417,0.00019105685],"domain_scores_gemma":[0.9992665,0.000044936918,0.00025031975,0.00015370478,0.00018371873,0.00010083582],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013467915,0.00012609719,0.0003533235,0.00016626298,0.00016713097,0.00011654303,0.00026875586,0.000038050708,0.0000035317776],"category_scores_gemma":[0.0001987792,0.00007731143,0.00004255903,0.0005507422,0.00017628101,0.00067257433,0.00003722127,0.000087295346,5.704885e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003334824,0.000014404265,0.00044733525,0.00007275207,0.00002022259,0.000002694967,0.0003905608,0.024850218,0.9715618,0.00003056364,0.000027968264,0.0025481402],"study_design_scores_gemma":[0.00047376755,0.0013867607,0.057729095,0.002124464,0.00035337365,0.00033048185,0.0004271939,0.29940772,0.63625276,0.000009563997,0.0009998234,0.0005049803],"about_ca_topic_score_codex":0.00018021389,"about_ca_topic_score_gemma":0.0000020236835,"teacher_disagreement_score":0.33530903,"about_ca_system_score_codex":0.000049270333,"about_ca_system_score_gemma":0.00008626305,"threshold_uncertainty_score":0.31526688},"labels":[],"label_agreement":null},{"id":"W852590821","doi":"","title":"The Experimental Study for the Combustion-Property of Sandwich Panels using ISO 5660 Cone Calorimeter","year":2006,"lang":"en","type":"article","venue":"Journal of Korean Institute of Fire Science and Engineering","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Cone calorimeter; Ignition system; Calorimeter (particle physics); Combustion; Test method; Fire performance; Materials science; Structural engineering; Composite material; Computer science; Mathematics; Engineering; Chemistry; Fire resistance; Statistics; Detector","score_opus":0.02326129371631382,"score_gpt":0.2627329767212115,"score_spread":0.23947168300489766,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W852590821","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99365133,0.00086165965,0.0045824763,0.000051783813,0.0006016291,0.00018400411,0.0000046249534,0.0000067099295,0.000055760465],"genre_scores_gemma":[0.9989526,0.00008776379,0.00084380916,0.0000019193096,0.00009147716,0.0000021513795,2.6553172e-7,0.000009590617,0.000010385086],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989639,0.0000050950025,0.00036797265,0.000073738156,0.0003910332,0.00019828761],"domain_scores_gemma":[0.999424,0.000088562265,0.000077743396,0.00013185975,0.00022853469,0.00004931379],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009183552,0.00009535699,0.00018172176,0.00008962193,0.000240341,0.000060030943,0.0003195618,0.000023635273,0.0000010038175],"category_scores_gemma":[0.00007701889,0.000048740854,0.000057085123,0.00027982486,0.00028714273,0.00030131033,0.00004563525,0.00013049478,6.896732e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000070747345,0.00015213294,0.0009946747,0.00010955081,0.00012532187,0.000009941118,0.00094392785,0.60465795,0.38042927,0.0006635861,0.00012817443,0.01171474],"study_design_scores_gemma":[0.00067440653,0.0003134708,0.007053311,0.00009741279,0.00003404656,0.000052956973,0.00072397,0.9693381,0.020874573,0.000020271882,0.00069865084,0.00011878931],"about_ca_topic_score_codex":0.00013229657,"about_ca_topic_score_gemma":0.000007405083,"teacher_disagreement_score":0.3646802,"about_ca_system_score_codex":0.00006327672,"about_ca_system_score_gemma":0.00007166594,"threshold_uncertainty_score":0.19875944},"labels":[],"label_agreement":null},{"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,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Environmental science; Waste management; Inert gas; Inert; Piping; Toxic gas; Forensic engineering; Engineering; Environmental engineering; Chemistry; Chemical engineering","score_opus":0.009563761640300423,"score_gpt":0.226148312720805,"score_spread":0.21658455108050456,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W870643881","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99787086,0.000738875,0.00037911607,0.0001814755,0.00025441815,0.00004597892,0.0000058857086,0.000014361408,0.000509036],"genre_scores_gemma":[0.99525046,0.0012280811,0.0033572088,0.0000060387715,0.00013567987,4.6024812e-7,4.7727525e-7,0.000011986963,0.000009613111],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988161,0.0000025699455,0.0004116744,0.00010171037,0.0004218807,0.00024611113],"domain_scores_gemma":[0.9994008,0.0000431618,0.000090213434,0.00011490602,0.0001754007,0.00017551018],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007565491,0.00011820124,0.00024595333,0.00020136351,0.000072615214,0.000048711485,0.00024713302,0.00003946656,0.000003270529],"category_scores_gemma":[0.0004096468,0.00010176517,0.00004461645,0.0003686021,0.00021030664,0.00072403334,0.00007279057,0.00022376336,2.9521647e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021522379,0.00010088905,0.00877891,0.0008912452,0.00007667746,0.000054213273,0.002523387,0.261165,0.21290754,0.0013860966,0.00031827905,0.51177627],"study_design_scores_gemma":[0.0004297046,0.0001616657,0.019383606,0.0005941572,0.000017420874,0.00018001383,0.0001521387,0.9678522,0.0077575543,0.000030681957,0.0032339937,0.00020688852],"about_ca_topic_score_codex":0.000018761817,"about_ca_topic_score_gemma":0.0000069573225,"teacher_disagreement_score":0.7066872,"about_ca_system_score_codex":0.000061920604,"about_ca_system_score_gemma":0.00006971655,"threshold_uncertainty_score":0.4149863},"labels":[],"label_agreement":null}]}