{"id":"W4408651791","doi":"10.23856/6718","title":"THE ROLE OF DIGITAL TECHNOLOGIES IN BLENDED LEARNING: FOREIGN EXPERIENCE AND CHALLENGES FOR UKRAINIAN HIGHER EDUCATION INSTITUTIONS","year":2025,"lang":"en","type":"article","venue":"Academia Polonica.","topic":"Innovative Educational Technologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ukrainian; Political science; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001837415,0.00009179914,0.0001086057,0.0002135677,0.0001874361,0.00004760508,0.0008944423,0.00025418,3.074665e-7],"category_scores_gemma":[0.0009280436,0.00007180193,0.00002052145,0.0006010489,0.0005322713,0.000383223,0.0003565833,0.000419083,8.759844e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006951137,"about_ca_system_score_gemma":0.0004962875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003433466,"about_ca_topic_score_gemma":0.000001838872,"domain_scores_codex":[0.9992145,0.00001658291,0.0002277788,0.0002554477,0.00008749023,0.0001981704],"domain_scores_gemma":[0.9991058,0.0003817508,0.0001086416,0.0002935617,0.0001005677,0.000009647339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000300551,0.00002406253,0.005282187,0.000008763112,0.000006017186,3.658675e-8,0.0006932959,0.000002981484,0.0001516101,0.9118496,0.00006422996,0.08191417],"study_design_scores_gemma":[0.0001226801,0.0000454034,0.0192013,0.00004715368,0.000001970207,0.00000157781,0.00685186,0.0001395257,0.005834099,0.4814952,0.486165,0.0000941641],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2928836,0.0490943,0.00183581,0.6141618,0.0006987905,0.001222949,0.000007118187,0.0009996556,0.03909589],"genre_scores_gemma":[0.9949063,0.001351581,0.003009062,0.00004592611,0.00001102311,0.0003529529,0.000001379481,0.000003010291,0.0003187739],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7020227,"threshold_uncertainty_score":0.2927998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04848837907168643,"score_gpt":0.3387424395276967,"score_spread":0.2902540604560103,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}