{"id":"W4283741817","doi":"10.33423/jhetp.v22i6.5228","title":"Domestic and Foreign Experience in Training Future Managers of Educational Institutions","year":2022,"lang":"en","type":"article","venue":"Journal of Higher Education Theory and Practice","topic":"Education and Social Development in Ukraine","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ukrainian; Training (meteorology); Value (mathematics); Quality (philosophy); Subject (documents); State (computer science); Higher education; Political science; Medical education; Pedagogy; Public relations; Psychology; Medicine; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002858358,0.00004881945,0.00009875194,0.0001734203,0.0004909722,0.00003213242,0.0001066103,0.00002787215,0.001158766],"category_scores_gemma":[0.00132425,0.00004996967,0.00002005921,0.0003563115,0.0002074342,0.0005946649,0.00001875411,0.0001932017,4.886958e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001046281,"about_ca_system_score_gemma":0.001855617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004593303,"about_ca_topic_score_gemma":0.000007749411,"domain_scores_codex":[0.9983954,0.0009498585,0.0002632668,0.00007423916,0.0002314023,0.00008583043],"domain_scores_gemma":[0.9974845,0.001879561,0.0003673706,0.00004394896,0.0001475012,0.00007711176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006889414,0.0001697146,0.001838298,0.000006949644,0.00001103587,7.408281e-7,0.1723127,0.00000798255,0.0000121305,0.8220378,0.0005462465,0.002987592],"study_design_scores_gemma":[0.0001443179,0.00002713633,0.02648062,0.00001549188,0.00001899927,0.00005000783,0.4308415,1.155773e-7,8.77294e-7,0.08142656,0.4609382,0.00005611237],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7091658,0.00591038,0.00003868662,0.08347666,0.00439429,0.0002227106,0.000003339735,0.000005412589,0.1967828],"genre_scores_gemma":[0.9921911,0.0006048884,0.001293704,0.001332623,0.0003923497,0.00001867573,0.000002081228,0.000003177416,0.004161343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7406112,"threshold_uncertainty_score":0.9997543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06025990171502817,"score_gpt":0.4350874780536216,"score_spread":0.3748275763385934,"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."}}