{"meta":{"query_hash":"c25c7068df78","filters":{"venue":"Journal of Fire Protection Engineering"},"cohort_total":6,"direct_labels_cover":0,"predictions_cover":6,"exported":6,"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/c25c7068df78","api":"https://metacan.xera.ac/api/v1/cohort?venue=Journal+of+Fire+Protection+Engineering"},"results":[{"id":"W1793591115","doi":"10.1106/3ve8-wwt4-c3u4-feh9","title":"Examination of Performance of WaterMist Fire Suppression Systems underVentilation Conditions","year":2001,"lang":"en","type":"article","venue":"Journal of Fire Protection Engineering","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada","funders":"National Research Council Canada; Ministère de la Défense Nationale","keywords":"Mist; Ventilation (architecture); Natural ventilation; Environmental science; Fire protection; Enclosure; Marine engineering; Engineering; Meteorology","score_opus":0.013855166997321389,"score_gpt":0.22134239678928688,"score_spread":0.2074872297919655,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1793591115","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":[0.9633047,0.00026237505,0.035705004,0.00001719689,0.00042517215,0.00015775904,0.0000057731772,0.00002888602,0.000093122784],"genre_scores_gemma":[0.9993837,0.00030520637,0.00015670698,1.8805942e-7,0.00007306551,0.0000083754785,0.0000055231517,0.00001866924,0.000048565118],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99903935,0.000019443038,0.00050406426,0.000052479652,0.00026794092,0.00011673775],"domain_scores_gemma":[0.9994557,0.000024181216,0.00016615509,0.00009148596,0.00022057032,0.00004193748],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003579741,0.0000885324,0.00018711282,0.00018741198,0.000037315687,0.00001376332,0.00008629962,0.00007929181,0.000016833312],"category_scores_gemma":[0.000033527198,0.000083794424,0.000075942604,0.00024293063,0.000013321703,0.00030578164,0.0000104083965,0.00020790717,8.599173e-7],"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":[0.000018724388,0.000024326422,0.00030620533,0.0007439843,0.000036271467,0.0000028264164,0.0000978499,0.89816785,0.09181547,0.000033760305,0.000007867077,0.008744889],"study_design_scores_gemma":[0.00024159416,0.00014677603,0.023346841,0.0005523712,0.000011557769,0.00009755199,0.000032804717,0.9615473,0.013694295,0.000004419634,0.00025259733,0.00007188694],"about_ca_topic_score_codex":0.000007703909,"about_ca_topic_score_gemma":4.6817067e-7,"teacher_disagreement_score":0.07812117,"about_ca_system_score_codex":0.000095843265,"about_ca_system_score_gemma":0.000013109156,"threshold_uncertainty_score":0.34170374},"labels":[],"label_agreement":null},{"id":"W1966531371","doi":"10.1177/1042391509360266","title":"A Survey of Fire Loads in Elementary Schools and High Schools","year":2010,"lang":"en","type":"article","venue":"Journal of Fire Protection Engineering","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Poison control; Engineering; Forensic engineering; Injury prevention; Occupational safety and health; Suicide prevention; Human factors and ergonomics; Transport engineering; Mathematics education; Psychology; Environmental health; Medicine","score_opus":0.009266449220205314,"score_gpt":0.22209502442327372,"score_spread":0.21282857520306842,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1966531371","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":[0.9933367,0.00034414534,0.0055361986,0.00013070201,0.00042106496,0.0001830722,0.000013149199,0.00002656089,0.000008422105],"genre_scores_gemma":[0.9978223,0.00020597868,0.0018331099,0.0000024007472,0.000089083405,0.000009591496,0.0000024204696,0.000028245038,0.0000069100333],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99895996,0.000023912658,0.0004866574,0.00008764718,0.00023477212,0.00020704375],"domain_scores_gemma":[0.9995166,0.000042384552,0.00008190918,0.00011981762,0.00013438489,0.00010486856],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009085172,0.00012933125,0.00025650774,0.0002410556,0.000024393605,0.000033063116,0.00012923693,0.0001123041,0.000023301985],"category_scores_gemma":[0.00024344523,0.00012853256,0.000047606154,0.0003583063,0.000010784098,0.00026459844,0.00002895487,0.0012928556,0.0000015065049],"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":[0.000174484,0.00010764574,0.053604268,0.00090264436,0.00025532424,0.000068418514,0.0001700003,0.40170398,0.37497565,0.00006593291,0.0001877366,0.16778392],"study_design_scores_gemma":[0.00061903097,0.00012240789,0.3643932,0.00019104582,0.0000056873096,0.00006978542,0.000019495832,0.6312075,0.0030189601,0.00003683528,0.00016906614,0.00014695986],"about_ca_topic_score_codex":0.0004415393,"about_ca_topic_score_gemma":0.00013682459,"teacher_disagreement_score":0.37195668,"about_ca_system_score_codex":0.00007494164,"about_ca_system_score_gemma":0.00003800427,"threshold_uncertainty_score":0.5616886},"labels":[],"label_agreement":null},{"id":"W1967162740","doi":"10.1106/x21v-yqku-pmkp-xgtp","title":"Fire Suppression with Inert Gas Agents","year":2001,"lang":"en","type":"article","venue":"Journal of Fire Protection Engineering","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada","funders":"National Research Council Canada; Ministère de la Défense Nationale","keywords":"Inert gas; Compartment (ship); Environmental science; Inert; Poison control; Chemistry; Engineering; Geology; Chemical engineering; Medical emergency; Medicine","score_opus":0.011273256519744314,"score_gpt":0.2129304947341216,"score_spread":0.20165723821437728,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1967162740","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":[0.9333873,0.0003495316,0.06490353,0.0002684419,0.0005005424,0.00017042566,0.0000015687585,0.000111075526,0.0003075801],"genre_scores_gemma":[0.99801207,0.00044840755,0.0011209012,0.0000049734267,0.00023076827,0.000010374231,0.000001140424,0.000042030762,0.0001293161],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99905473,0.000010948977,0.00028666193,0.00008134557,0.00032477867,0.00024155041],"domain_scores_gemma":[0.9995726,0.000016253278,0.000058300335,0.00012031667,0.0001098953,0.00012263328],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019732003,0.00014502443,0.00018282866,0.00014330335,0.00005367075,0.000041311287,0.0001351535,0.000082517516,0.000069302754],"category_scores_gemma":[0.000037607133,0.000116691925,0.00007176884,0.00032151162,0.00000912829,0.00027065477,0.00001721567,0.0005086238,0.000009028664],"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":[0.00008237051,0.000028633793,0.00041832402,0.00012856734,0.00008593465,0.00014902379,0.000114192895,0.92402214,0.015602503,0.0000074251566,0.00042113074,0.05893978],"study_design_scores_gemma":[0.0004728625,0.0001891449,0.003345166,0.0002705679,0.000010084559,0.00073001644,0.000017596056,0.979783,0.0015356326,0.000011539115,0.013477343,0.00015703663],"about_ca_topic_score_codex":0.000008017397,"about_ca_topic_score_gemma":0.0000016874293,"teacher_disagreement_score":0.06462478,"about_ca_system_score_codex":0.0001287933,"about_ca_system_score_gemma":0.000014808561,"threshold_uncertainty_score":0.47585586},"labels":[],"label_agreement":null},{"id":"W2109252431","doi":"10.1177/1042391506054038","title":"Behavior of Structures in Fire and Real Design - A Case Study","year":2006,"lang":"en","type":"article","venue":"Journal of Fire Protection Engineering","topic":"Fire effects on concrete materials","field":"Engineering","cited_by":46,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Arup Group (Canada)","funders":"","keywords":"Poison control; Engineering; Forensic engineering; Human factors and ergonomics; Injury prevention; Occupational safety and health; Medical emergency; Medicine; Pathology","score_opus":0.011332779866013389,"score_gpt":0.2146690344748063,"score_spread":0.2033362546087929,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2109252431","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":[0.99267626,0.0002602631,0.006165121,0.000003558232,0.00033499938,0.0004996102,0.0000017960997,0.00005403656,0.000004381132],"genre_scores_gemma":[0.99733454,0.000013061157,0.002457662,3.788608e-7,0.00013099401,0.000030742714,1.3594577e-7,0.000030607247,0.0000018664954],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999111,0.00004526715,0.0004953445,0.00007753722,0.00013874678,0.00013210827],"domain_scores_gemma":[0.999669,0.000050438695,0.000112813526,0.00008432243,0.000045971137,0.00003746747],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003947797,0.00014218563,0.0002902349,0.00019523285,0.000019216057,0.000028089351,0.000054833617,0.0000757027,0.0000071209324],"category_scores_gemma":[0.000043274773,0.00013663841,0.000036890484,0.0001685224,0.000009236564,0.00017319077,0.000012062344,0.00020229263,1.7524876e-7],"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":[0.00006254452,0.0000626674,0.0025047471,0.00038592317,0.00006242865,0.0031195593,0.0006921417,0.53275007,0.44150773,0.0000062802837,0.000020449972,0.018825462],"study_design_scores_gemma":[0.0048584957,0.0024585195,0.1600128,0.0006036914,0.00025369992,0.023134427,0.00080003624,0.5652354,0.24156453,0.00006767225,0.00006956595,0.00094118284],"about_ca_topic_score_codex":0.00080985983,"about_ca_topic_score_gemma":0.00002139236,"teacher_disagreement_score":0.1999432,"about_ca_system_score_codex":0.00007952249,"about_ca_system_score_gemma":0.0000114676905,"threshold_uncertainty_score":0.55719525},"labels":[],"label_agreement":null},{"id":"W2138497932","doi":"10.1106/mmgh-xuag-hp5b-ytdg","title":"A Review of Water Mist Fire Suppression Technology: Part II-Application Studies","year":2001,"lang":"en","type":"review","venue":"Journal of Fire Protection Engineering","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":64,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Extinguishment; Mist; Fire protection; Engineering; Turbine; Environmental science; Waste management; Environmental engineering; Civil engineering; Meteorology; Mechanical engineering; Geography","score_opus":0.033266366494730346,"score_gpt":0.30746394310560277,"score_spread":0.2741975766108724,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2138497932","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000053763706,0.995873,0.0024429231,0.00016106291,0.00054854294,0.000785706,0.0000105111185,0.00010615781,0.000018337125],"genre_scores_gemma":[0.00019376878,0.9988452,0.00034840064,0.0000030714803,0.0002655999,0.00019281142,0.00001270771,0.000081875434,0.000056532295],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99783057,0.000034357607,0.0013333793,0.00017602406,0.00032237454,0.0003033067],"domain_scores_gemma":[0.9988483,0.000036496196,0.00035987725,0.000332861,0.0003468621,0.00007561015],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00070071965,0.00036963858,0.001586399,0.00040999436,0.00008038759,0.000012428145,0.0003378554,0.0003513012,0.000022155613],"category_scores_gemma":[0.00018257592,0.00025807947,0.00046173387,0.0007383143,0.000032057065,0.0001342619,0.00010003011,0.0011219797,0.0000071540035],"study_design_candidate":"design_other","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":[0.0000026090318,0.000020713198,1.788855e-7,0.16668232,0.0003265677,0.000010700957,0.000020588535,0.0023866144,0.0001331394,0.0000048456986,0.0005665938,0.82984513],"study_design_scores_gemma":[0.00008892102,0.00008768082,1.8768763e-7,0.15902084,0.00020743943,0.00037520562,0.000005628744,0.01201164,0.00012333725,0.000013516229,0.8278525,0.00021310497],"about_ca_topic_score_codex":0.0000017688262,"about_ca_topic_score_gemma":3.1653775e-7,"teacher_disagreement_score":0.82963204,"about_ca_system_score_codex":0.00031808252,"about_ca_system_score_gemma":0.000046551784,"threshold_uncertainty_score":0.9999871},"labels":[],"label_agreement":null},{"id":"W2332695980","doi":"10.1177/1042391513484911","title":"Twenty years of performance-based fire protection design: challenges faced and a look ahead","year":2013,"lang":"en","type":"article","venue":"Journal of Fire Protection Engineering","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":47,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Process (computing); Context (archaeology); Engineering design process; Engineering; Perspective (graphical); Risk analysis (engineering); Key (lock); Construction engineering; Systems engineering; Architectural engineering; Computer science; Management science; Computer security; Business","score_opus":0.02451119244500605,"score_gpt":0.20439591838400623,"score_spread":0.17988472593900018,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2332695980","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":[0.84222984,0.0012366131,0.15537433,0.0002002942,0.0002437553,0.0006158814,0.0000012949673,0.000075734475,0.000022242883],"genre_scores_gemma":[0.99653333,0.00086830446,0.002395958,0.0000015679138,0.00008478768,0.00006700505,3.344814e-7,0.00003507688,0.000013623982],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99903655,0.000025294517,0.00036622683,0.000097550306,0.00026370664,0.0002106519],"domain_scores_gemma":[0.999512,0.00003124182,0.00010101922,0.00011197985,0.00015006443,0.00009365956],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003787945,0.00014112017,0.00023546808,0.00020364676,0.000039423696,0.00003123259,0.0000949279,0.00011827722,0.000018494713],"category_scores_gemma":[0.000061776074,0.00014075772,0.00007290997,0.0001869134,0.000019560724,0.00030886914,0.000015433297,0.00044898948,0.000004673422],"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":[0.000035718607,0.000022017462,0.00003008879,0.0006657758,0.000057789715,0.000003033179,0.0001752458,0.60651493,0.035329502,0.000003913094,0.00000848067,0.3571535],"study_design_scores_gemma":[0.0004643434,0.00038206036,0.009217562,0.00030589697,0.000009269623,0.000053161966,0.00003332775,0.9806069,0.008403156,0.000013830074,0.00037418705,0.00013629546],"about_ca_topic_score_codex":0.000018639987,"about_ca_topic_score_gemma":8.909888e-7,"teacher_disagreement_score":0.37409198,"about_ca_system_score_codex":0.0001098789,"about_ca_system_score_gemma":0.00002952924,"threshold_uncertainty_score":0.5739933},"labels":[],"label_agreement":null}]}