{"id":"W7127152539","doi":"10.24144/2307-3322.2025.92.2.23","title":"A comparative legal analysis of the regulation of the professional development of teaching and academic staff in foreign countries","year":2025,"lang":"uk","type":"article","venue":"Uzhhorod National University Herald Series Law","topic":"Ukraine: War, Education, Health","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Professional development; Diversification (marketing strategy); Continuing professional development; Professional studies; Intervention (counseling); Higher education; Quality (philosophy)","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":[0.0008783179,0.0001302055,0.000315849,0.0002049187,0.0006515316,0.000007158624,0.0003746173,0.0001161193,0.0001640418],"category_scores_gemma":[0.00006140792,0.0001044861,0.00007561727,0.001263276,0.0009116432,0.000525998,0.0002533471,0.0003288236,4.534831e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008187753,"about_ca_system_score_gemma":0.001329187,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002633349,"about_ca_topic_score_gemma":0.02116081,"domain_scores_codex":[0.9979511,0.0005205242,0.0004619987,0.0002372434,0.0006821775,0.0001469249],"domain_scores_gemma":[0.998873,0.0002820842,0.0004961765,0.000167323,0.0001498842,0.0000315185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002553541,0.0002335752,0.1121354,0.0001323515,0.00032638,8.242023e-8,0.03663448,0.006621797,0.002033831,0.8411343,0.0003893191,0.0001031909],"study_design_scores_gemma":[0.0004023169,0.0000236968,0.9662039,0.0001787238,0.0001514315,4.588803e-7,0.01203116,0.001566458,0.003098314,0.002489504,0.01375191,0.0001020881],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855372,0.000075407,0.0000548613,0.003533512,0.0001088896,0.0004403118,0.0001248469,0.000003538793,0.0101214],"genre_scores_gemma":[0.9951007,0.00002923201,0.001049953,0.0001016103,0.000006885369,0.000001081947,0.00002690305,0.000002870322,0.00368079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8540686,"threshold_uncertainty_score":0.9967005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01480808337809754,"score_gpt":0.2779962318742206,"score_spread":0.263188148496123,"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."}}