{"meta":{"query_hash":"dfc35ac53025","filters":{"venue":"Frontiers in Education Technology"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"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/dfc35ac53025","api":"https://metacan.xera.ac/api/v1/cohort?venue=Frontiers+in+Education+Technology"},"results":[{"id":"W4310136803","doi":"10.22158/fet.v5n4p1","title":"Serious Games for Public Safety: How Gamified Education Can Teach Ontarians Emergency Preparedness","year":2022,"lang":"en","type":"article","venue":"Frontiers in Education Technology","topic":"Educational Games and Gamification","field":"Psychology","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":"Emergency management; Metropolitan area; Preparedness; Public relations; Natural disaster; Public health; Political science; Emergency response; Business; Medical emergency; Public administration; Medicine; Nursing; Geography","score_opus":0.013348676901350599,"score_gpt":0.29091500006336884,"score_spread":0.27756632316201824,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4310136803","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":[0.6317113,0.011627365,0.017282369,0.21437535,0.10545789,0.0054863403,0.00028696607,0.0007604848,0.013011952],"genre_scores_gemma":[0.9106687,0.00014851664,0.009226591,0.0006640517,0.00045048565,0.014240912,0.0014040483,0.00007445196,0.063122295],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99762505,0.00021643593,0.0005565758,0.0008327853,0.00021822558,0.00055091066],"domain_scores_gemma":[0.9982072,0.000038950944,0.0004191391,0.00093332754,0.0003001857,0.000101173915],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00050836854,0.00026047157,0.00032668732,0.0015819193,0.00044315003,0.000038297523,0.0007841189,0.0002991696,0.0008609779],"category_scores_gemma":[0.0002532712,0.00032578848,0.00010197449,0.0015371486,0.0001246414,0.00015419256,0.00008958033,0.0005157826,0.000010811049],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000073232426,0.0020830482,0.04920883,0.000028182338,0.000062012434,2.7298444e-7,0.010438253,0.000013531253,0.00007852468,0.09206463,0.45584604,0.39010343],"study_design_scores_gemma":[0.0004067495,0.00014748522,0.023408897,0.00000769416,0.00003090012,0.00003146816,0.17357461,0.000041713898,0.000023136947,0.026698127,0.7753122,0.00031701804],"about_ca_topic_score_codex":0.000722071,"about_ca_topic_score_gemma":0.0006960894,"teacher_disagreement_score":0.38978642,"about_ca_system_score_codex":0.0015211029,"about_ca_system_score_gemma":0.0024881572,"threshold_uncertainty_score":0.9999194},"labels":[],"label_agreement":null},{"id":"W4365150168","doi":"10.22158/fet.v6n2p45","title":"Designing a Mixed Model (ANP-SWOT) to Evaluate Practical Scenarios in the Development of Rural Cooperatives in Iran","year":2023,"lang":"en","type":"article","venue":"Frontiers in Education Technology","topic":"Strategic Planning and Analysis","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"SWOT analysis; Analytic network process; Business; Process management; Process (computing); Environmental economics; Marketing; Computer science; Operations research; Engineering; Economics; Analytic hierarchy process","score_opus":0.044525841172046554,"score_gpt":0.31889388586779344,"score_spread":0.2743680446957469,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4365150168","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":[0.9832763,0.000051348597,0.009075237,0.0064498754,0.0002448178,0.00025448712,2.5946557e-7,0.00005807245,0.00058957667],"genre_scores_gemma":[0.97288764,0.00000535065,0.026594907,0.00023653943,0.000031220286,0.00013754406,0.00002111462,0.000008073077,0.000077590215],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9990366,0.00003354299,0.00036331106,0.00017530409,0.00015155396,0.00023966742],"domain_scores_gemma":[0.9996371,0.000035296696,0.00010654007,0.00015564324,0.00005950916,0.0000058834717],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00093318644,0.000106929976,0.00021014409,0.0020241872,0.000063914915,0.00004254041,0.0002532439,0.00010010322,0.0000055085875],"category_scores_gemma":[0.00045658243,0.00008956908,0.000019476598,0.0033482546,0.000051699917,0.00021297146,0.00005798186,0.0002075397,0.000025851152],"study_design_candidate":"observational","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":[0.00013151653,0.00086891284,0.7918996,0.00013580038,0.000070597554,0.000014393417,0.022347072,0.060312532,0.0039391466,0.010734745,0.035351805,0.07419387],"study_design_scores_gemma":[0.0011408383,0.00002583362,0.0816163,0.00047190388,0.000050670023,0.0000029003709,0.4877052,0.39851034,0.0009436494,0.027097408,0.0019193671,0.0005155751],"about_ca_topic_score_codex":0.00006683789,"about_ca_topic_score_gemma":0.00028096812,"teacher_disagreement_score":0.7102833,"about_ca_system_score_codex":0.00007778213,"about_ca_system_score_gemma":0.00023667217,"threshold_uncertainty_score":0.3652521},"labels":[],"label_agreement":null}]}