{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"query_hash":"dfc35ac53025","filters":{"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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","retraction":null,"screen_n_in":null,"score":{"opus":0.0133486769013506,"gpt":0.2909150000633688,"spread":0.2775663231620182,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005083685,0.0002604716,0.0003266873,0.001581919,0.00044315,0.00003829752,0.0007841189,0.0002991696,0.0008609779],"category_scores_gemma":[0.0002532712,0.0003257885,0.0001019745,0.001537149,0.0001246414,0.0001541926,0.00008958033,0.0005157826,0.00001081105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001521103,"about_ca_system_score_gemma":0.002488157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000722071,"about_ca_topic_score_gemma":0.0006960894,"domain_scores_codex":[0.9976251,0.0002164359,0.0005565758,0.0008327853,0.0002182256,0.0005509107],"domain_scores_gemma":[0.9982072,0.00003895094,0.0004191391,0.0009333275,0.0003001857,0.0001011739],"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":[0.00007323243,0.002083048,0.04920883,0.00002818234,0.00006201243,2.729844e-7,0.01043825,0.00001353125,0.00007852468,0.09206463,0.455846,0.3901034],"study_design_scores_gemma":[0.0004067495,0.0001474852,0.0234089,0.00000769416,0.00003090012,0.00003146816,0.1735746,0.0000417139,0.00002313695,0.02669813,0.7753122,0.000317018],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6317113,0.01162736,0.01728237,0.2143753,0.1054579,0.00548634,0.0002869661,0.0007604848,0.01301195],"genre_scores_gemma":[0.9106687,0.0001485166,0.009226591,0.0006640517,0.0004504856,0.01424091,0.001404048,0.00007445196,0.06312229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3897864,"threshold_uncertainty_score":0.9999194,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","retraction":null,"screen_n_in":null,"score":{"opus":0.04452584117204655,"gpt":0.3188938858677934,"spread":0.2743680446957469,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009331864,0.00010693,0.0002101441,0.002024187,0.00006391491,0.00004254041,0.0002532439,0.0001001032,0.000005508587],"category_scores_gemma":[0.0004565824,0.00008956908,0.0000194766,0.003348255,0.00005169992,0.0002129715,0.00005798186,0.0002075397,0.00002585115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007778213,"about_ca_system_score_gemma":0.0002366722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006683789,"about_ca_topic_score_gemma":0.0002809681,"domain_scores_codex":[0.9990366,0.00003354299,0.0003633111,0.0001753041,0.000151554,0.0002396674],"domain_scores_gemma":[0.9996371,0.0000352967,0.0001065401,0.0001556432,0.00005950916,0.000005883472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001315165,0.0008689128,0.7918996,0.0001358004,0.00007059755,0.00001439342,0.02234707,0.06031253,0.003939147,0.01073475,0.03535181,0.07419387],"study_design_scores_gemma":[0.001140838,0.00002583362,0.0816163,0.0004719039,0.00005067002,0.000002900371,0.4877052,0.3985103,0.0009436494,0.02709741,0.001919367,0.0005155751],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832763,0.0000513486,0.009075237,0.006449875,0.0002448178,0.0002544871,2.594656e-7,0.00005807245,0.0005895767],"genre_scores_gemma":[0.9728876,0.00000535065,0.02659491,0.0002365394,0.00003122029,0.0001375441,0.00002111462,0.000008073077,0.00007759022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7102833,"threshold_uncertainty_score":0.3652521,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}