{"id":"W4414833553","doi":"10.26907/esd.20.3.06","title":"Future Transformations in Teacher Education in Serbia from Three Different Angles","year":2025,"lang":"en","type":"article","venue":"Education & Self Development","topic":"Education, Law, and Society","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University","keywords":"Perspective (graphical); Teacher education; Institution; Investment (military); Focus (optics); Human capital","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004812608,0.0001486703,0.0001584835,0.0002316622,0.0004014485,0.0001004236,0.0002475842,0.0001617008,0.0004292935],"category_scores_gemma":[0.00004861371,0.0001547292,0.00004343676,0.0007184374,0.00004941861,0.0003234052,0.00001441223,0.0001591359,0.00001844752],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001386338,"about_ca_system_score_gemma":0.01002652,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003945461,"about_ca_topic_score_gemma":0.1442683,"domain_scores_codex":[0.9985859,0.0001765117,0.0004364714,0.0002731609,0.0002612458,0.0002666861],"domain_scores_gemma":[0.9994372,0.00007719047,0.00007815478,0.0001802406,0.00013608,0.00009111502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002810776,0.00154777,0.5282034,0.00002493865,0.00001453111,3.079648e-8,0.3393453,0.000001870673,0.00001028747,0.01906717,0.01689095,0.09489088],"study_design_scores_gemma":[0.0001277814,0.000001631543,0.6461697,0.00007914018,0.000006373983,3.642079e-8,0.1012287,0.000003878848,0.00004519661,0.004244145,0.2479687,0.0001247138],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9503977,0.0008034776,0.0001695371,0.01502888,0.003142156,0.0006155362,0.000002351708,0.00007027359,0.02977003],"genre_scores_gemma":[0.9816595,0.0005371282,0.005924277,0.0009727426,0.000676173,0.0005338755,0.0002436658,0.00001155791,0.009441036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2381167,"threshold_uncertainty_score":0.9955857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01041638751976136,"score_gpt":0.3036410967327295,"score_spread":0.2932247092129682,"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."}}