{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":1,"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","author_layer_release":"2026-06-26"},"query_hash":"490e4f46c823","filters":{"venue":"Educational Process International Journal"}},"results":[{"id":"W3162335385","doi":"10.22521/edupij.2021.102.1","title":"Exploring the emerging COVID-19 research trends and current status in the field of education: a bibliometric analysis and knowledge mapping","year":2021,"lang":"en","type":"article","venue":"Educational Process International Journal","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":34,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Thematic analysis; Bibliometrics; Field (mathematics); Web of science; Data collection; Thematic map; Higher education; China; Library science; Medical education; Data science; Political science; MEDLINE; Sociology; Geography; Social science; Qualitative research; Medicine; Computer science; Cartography","authors":[{"name":"Turgut Karaköse","is_ca":false},{"name":"Murat Demirkol","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3737927415503993,"gpt":0.6112337143634851,"spread":0.2374409728130858,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["bibliometrics"],"consensus_categories":["bibliometrics"],"category_scores_codex":[0.002020845,0.00008863167,0.0001257603,0.02171031,0.0003145098,0.0001573634,0.0003551321,0.00002530016,0.0008086562],"category_scores_gemma":[0.001412734,0.00006352466,0.00005835437,0.03456873,0.00009259583,0.0002352492,0.00008920007,0.0005356682,0.000003260127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003149098,"about_ca_system_score_gemma":0.003663784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005267418,"about_ca_topic_score_gemma":0.0003547728,"domain_scores_codex":[0.9980691,0.0003979248,0.0004023788,0.0002423815,0.0006507952,0.0002374319],"domain_scores_gemma":[0.9962237,0.002589334,0.0001594899,0.0001409089,0.0007212557,0.0001652445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0000589777,0.0007944898,0.3444007,0.0001074938,0.0002182749,0.000005060574,0.0478017,0.00001798304,0.000006981506,0.009149387,0.004783824,0.5926551],"study_design_scores_gemma":[0.0003293905,0.00002897435,0.9017471,0.00006534532,0.00003357864,0.0001401297,0.02984305,0.00004605001,0.00001216393,0.004274393,0.06340875,0.00007108234],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9078737,0.02023922,0.00042233,0.06569391,0.002375708,0.00009762982,0.00001303066,0.000003863133,0.003280643],"genre_scores_gemma":[0.9942127,0.003221734,0.0000682208,0.001106695,0.0007975996,0.0001170279,0.00002657816,0.000005690597,0.0004437438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5925841,"threshold_uncertainty_score":0.9893778,"prediction_status":"machine_predicted_unvalidated"},"labels":[{"model":"gemma","categories":["bibliometrics"],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":["bibliometrics"],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high"}],"label_agreement":"split"},{"id":"W4367281696","doi":"10.22521/edupij.2023.121.7","title":"How Does Students’ Knowledge About Information-Seeking Improve Their Behavior in Solving Information Problems?","year":2023,"lang":"en","type":"article","venue":"Educational Process International Journal","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"University of Crete; Directorate for STEM Education; Université du Québec en Outaouais; Université du Québec à Chicoutimi; University of Patras; Université de Montréal; Athens University of Economics and Business","keywords":"Information seeking; Information behavior; Knowledge management; Computer science; Information seeking behavior; Psychology; Human–computer interaction; Information retrieval","authors":[{"name":"Marioleni Parissi","is_ca":false},{"name":"Vassilis Komis","is_ca":false},{"name":"Gabriel Dumouchel","is_ca":false},{"name":"Konstantinos Lavidas","is_ca":false},{"name":"Stamatios Papadakis","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02134449091250471,"gpt":0.3698381054129059,"spread":0.3484936145004012,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001809383,0.0001620616,0.0001357877,0.0008535897,0.0006718203,0.002469799,0.001003401,0.0001083095,0.0003889789],"category_scores_gemma":[0.001664621,0.0001359494,0.00007821366,0.0006529645,0.0001246512,0.005321925,0.00009888032,0.0004526071,0.0002456984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007270739,"about_ca_system_score_gemma":0.002056378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005813816,"about_ca_topic_score_gemma":0.0001610912,"domain_scores_codex":[0.997336,0.0001081619,0.000627203,0.0001447262,0.001386157,0.0003977137],"domain_scores_gemma":[0.9973317,0.0002638422,0.0003271765,0.00008714179,0.001796279,0.0001937928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00005239658,0.0008452935,0.2583547,0.0001603933,0.0001666651,0.000004415069,0.4592112,0.0001433806,0.00005419624,0.1252965,0.007474854,0.148236],"study_design_scores_gemma":[0.001286426,0.00003692085,0.434137,0.0005684461,0.00002163682,0.00003118083,0.1422045,0.0002769029,0.0001411876,0.1323324,0.2882636,0.0006998208],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8138417,0.0001745977,0.001907265,0.1346735,0.0247374,0.001232958,0.00005854129,0.0003003685,0.02307365],"genre_scores_gemma":[0.9944664,0.000240212,0.0004071213,0.0008317907,0.001387744,0.0002829689,0.0001579473,0.00001006436,0.002215759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3170066,"threshold_uncertainty_score":0.9985657,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}