{"id":"W7132038997","doi":"","title":"The role of didactics in higher education: between tradition, critique, and innovation.","year":2025,"lang":"lt","type":"article","venue":"Institutional Repository of Klaipeda State University of Applied Sciences","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Competence (human resources); Higher education; Collegiality; Cultural competence; Professional development; Teacher education; Intercultural competence; Competence-based management","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":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.00118752,0.0001125082,0.0002295548,0.0004383599,0.001837246,0.00006131524,0.0005375213,0.00009970621,0.0000317185],"category_scores_gemma":[0.0001346401,0.0001160367,0.00003759407,0.002522995,0.00694491,0.000577487,0.00007292523,0.0002095548,0.000001295811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001485729,"about_ca_system_score_gemma":0.005506273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001883925,"about_ca_topic_score_gemma":0.0001068737,"domain_scores_codex":[0.9982564,0.0001836983,0.0004949566,0.0002897475,0.0006072918,0.0001679073],"domain_scores_gemma":[0.9974406,0.00103596,0.0007306539,0.0001477712,0.0005949606,0.00005003934],"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":[0.00006153693,0.0002022633,0.04058375,0.00007246342,0.00004672235,8.461453e-7,0.009919369,0.0003895931,0.000891966,0.9437811,0.0001850802,0.003865312],"study_design_scores_gemma":[0.0005175696,0.0001213376,0.3109103,0.0004169635,0.0001296878,0.000002057317,0.1098668,0.00005091932,0.004113134,0.06826708,0.5053177,0.0002863996],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7301814,0.0007060989,0.0000376797,0.003914023,0.0005500718,0.0002158737,0.00001636324,0.000008465649,0.26437],"genre_scores_gemma":[0.9948674,0.0002254847,0.0007631339,0.00003229442,0.00005591102,0.000001102571,0.000004155678,0.00000206484,0.004048385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.875514,"threshold_uncertainty_score":0.9994622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02540032054240058,"score_gpt":0.3126944695188797,"score_spread":0.2872941489764791,"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."}}