{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002590557,0.0004616886,0.000285448,0.001254069,0.005875568,0.007180919,0.0004291561,0.001618277,0.002687033],"category_scores_gemma":[0.002491113,0.0004068813,0.0004250167,0.001359245,0.004184737,0.004055992,0.004162039,0.003260516,0.0004068602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004224761,"about_ca_system_score_gemma":0.008526741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009351692,"about_ca_topic_score_gemma":0.01153353,"domain_scores_codex":[0.9967926,0.00126535,0.0001904173,0.0002218035,0.0003749072,0.001154971],"domain_scores_gemma":[0.9979963,0.0003989436,0.0004401656,0.0001088088,0.0004117902,0.0006439539],"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":[0.0005136788,0.0006340709,0.147511,0.001360592,0.00003907233,0.0109972,0.4712295,0.003073887,0.007026998,0.2161925,0.01393338,0.1274882],"study_design_scores_gemma":[0.00003306192,0.0002763645,0.1506585,0.001530317,0.00001952003,0.002389024,0.693414,0.0008497978,0.001706306,0.007062138,0.1419667,0.00009431371],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.931397,0.006155024,0.001006363,0.01859762,0.0005041101,0.00008285215,0.00009280877,0.00004058205,0.04212371],"genre_scores_gemma":[0.994175,0.001719585,0.0005074508,0.0005151279,0.00002580306,0.0000226701,0.0000420753,0.000006079039,0.002986055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009351692,"threshold_uncertainty_score":0.03065294,"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."}}