{"id":"W4414675097","doi":"10.55214/2576-8484.v9i9.10200","title":"Challenges of developing professional practice in vocational education and training - The Kosovo case","year":2025,"lang":"en","type":"article","venue":"Edelweiss Applied Science and Technology","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Employability; Vocational education; Incentive; Curriculum; Training (meteorology); Psychological intervention; Professional development; German","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002968495,0.00005640853,0.00008677212,0.0003488149,0.0008416943,0.00004804383,0.0002313706,0.00009255944,0.000005022981],"category_scores_gemma":[0.002854374,0.00004644427,0.000003646153,0.001630858,0.001713485,0.0003334397,0.00009149499,0.0002147833,0.000001219576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006606463,"about_ca_system_score_gemma":0.003646133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002110158,"about_ca_topic_score_gemma":0.000433755,"domain_scores_codex":[0.9990894,0.00007894424,0.0001612791,0.0002568601,0.0002342262,0.0001793206],"domain_scores_gemma":[0.9986517,0.0007666529,0.0001407313,0.0001212599,0.0002922396,0.00002735822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000002226168,0.00003224072,0.0003773332,0.000006658897,0.0000020377,7.057822e-7,0.0281805,2.808331e-7,0.0002045976,0.6841313,0.00003501711,0.2870272],"study_design_scores_gemma":[0.0001615938,0.00001485777,0.01211449,0.00008881865,0.0000125754,0.00008927454,0.7386823,0.00001933078,0.0003699745,0.05153843,0.1967837,0.0001245771],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5465958,0.002381745,0.00008755386,0.3389373,0.0004912902,0.0004039319,2.825489e-7,0.00005192392,0.1110503],"genre_scores_gemma":[0.9951352,0.0003697115,0.003797374,0.0003773958,0.00002934945,0.00009254569,2.160942e-7,0.000002096148,0.0001961222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7105018,"threshold_uncertainty_score":0.6473717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04052857442773602,"score_gpt":0.41912404945024,"score_spread":0.378595475022504,"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."}}