{"id":"W3112915100","doi":"10.47750/jett.2020.11.01.006","title":"Development of professional competence of present and future teachers under the conditions of transformational processes in education","year":2020,"lang":"en","type":"article","venue":"Journal for Educators Teachers and Trainers","topic":"Educational Methods and Teacher Development","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transformational leadership; Competence (human resources); Psychology; Professional development; Pedagogy; Mathematics education; Engineering ethics; Medical education; Medicine; Social psychology; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0006905799,0.0001100993,0.0001931283,0.000120139,0.0001273228,0.00002185482,0.0002445431,0.00004608915,0.000006587269],"category_scores_gemma":[0.00004489106,0.00007616713,0.00004191455,0.0003095985,0.0001282708,0.0002570336,0.00002453023,0.0001946335,4.922126e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004091312,"about_ca_system_score_gemma":0.002772474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005814054,"about_ca_topic_score_gemma":0.000003993268,"domain_scores_codex":[0.9988701,0.00007855839,0.0005278489,0.0001448933,0.000253694,0.0001249282],"domain_scores_gemma":[0.9991239,0.0001956965,0.0003089134,0.00006585832,0.0001856995,0.0001199463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00004086828,0.001108346,0.01213678,0.0006968032,0.0001962422,1.83817e-7,0.7549431,0.00007485194,0.002051619,0.04228773,0.002107759,0.1843557],"study_design_scores_gemma":[0.0020964,0.0002873427,0.4602961,0.0006020427,0.00008026724,0.00007538174,0.4539102,0.0005486343,0.005411682,0.01489269,0.06125541,0.0005439078],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9623503,0.001049998,0.007773561,0.02795724,0.0004548929,0.0003244175,0.000006718577,0.000004665831,0.0000781723],"genre_scores_gemma":[0.8517823,0.00008914626,0.1476949,0.0001893112,0.0001563644,0.00004759384,0.00000746965,0.000005844641,0.00002714777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4481593,"threshold_uncertainty_score":0.4918249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03755139730977084,"score_gpt":0.3430685271497831,"score_spread":0.3055171298400122,"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."}}