{"id":"W7115683174","doi":"10.52320/svv.v1ix.409","title":"DIDAKTIKOS VIETA AUKŠTAJAME MOKSLE: TARP TRADICIJOS, KRITIKOS IR INOVACIJOS","year":2025,"lang":"","type":"article","venue":"STUDIJOS – VERSLAS – VISUOMENĖ DABARTIS IR ATEITIES ĮŽVALGOS","topic":"Education, Leadership, and Health Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Competence (human resources); Collegiality; Higher education; Cultural competence; Professional development; Teacher education; 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":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.005963418,0.002115437,0.002872634,0.00204272,0.008241014,0.001653991,0.003498054,0.001499086,0.008261331],"category_scores_gemma":[0.001750326,0.002337452,0.001175689,0.006459079,0.006324888,0.002157266,0.001062354,0.003166985,0.001992564],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003624746,"about_ca_system_score_gemma":0.008450147,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01193059,"about_ca_topic_score_gemma":0.008694789,"domain_scores_codex":[0.9793774,0.00353986,0.003495274,0.0034253,0.003941722,0.006220402],"domain_scores_gemma":[0.9903001,0.002442094,0.001037825,0.002460518,0.00174025,0.002019199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001425498,0.006188677,0.04600953,0.007869467,0.004709914,0.0003002255,0.3782104,0.0001124288,0.0008128692,0.2044815,0.258245,0.09163454],"study_design_scores_gemma":[0.006987265,0.002083938,0.02410043,0.002361556,0.001090396,0.00001825101,0.4095283,0.0006813086,0.0009613122,0.01526276,0.5334603,0.003464238],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4737685,0.05466157,0.0008129347,0.1392034,0.02479077,0.01573891,0.001568661,0.001765976,0.2876892],"genre_scores_gemma":[0.9155939,0.02297214,0.0003313356,0.003734814,0.003456617,0.001579906,0.0001823636,0.0002422479,0.0519067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4418254,"threshold_uncertainty_score":0.9997972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07887724596460664,"score_gpt":0.4219363722857264,"score_spread":0.3430591263211198,"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."}}