{"id":"W4415967859","doi":"10.52256/2710-3986.2-103.2025.13","title":"REQUIREMENTS FOR A 21ST CENTURY TEACHER: A COMPARATIVE ANALYSIS OF PROFESSIONAL STANDARDS","year":2025,"lang":"","type":"article","venue":"Problemi osvìti","topic":"Innovative Educational Technologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Professional development; Competence (human resources); Professional association; Globalization; Professional studies; Accreditation; Proposition; Value (mathematics); Flexibility (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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002336798,0.0004478281,0.00110617,0.001934484,0.0004424668,0.0001368687,0.001863816,0.0002838411,0.0001552424],"category_scores_gemma":[0.000738478,0.0004197686,0.0003950176,0.00943107,0.0005925815,0.0005399776,0.001005189,0.0004680629,0.000004532576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008767003,"about_ca_system_score_gemma":0.00324273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002820931,"about_ca_topic_score_gemma":0.00002278312,"domain_scores_codex":[0.9954479,0.0002338254,0.001450107,0.001068242,0.001118215,0.0006816974],"domain_scores_gemma":[0.9934946,0.0004441903,0.001030468,0.001015079,0.003951506,0.00006414457],"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":[0.0002384616,0.002057187,0.01275405,0.0006774017,0.006115981,6.377462e-7,0.00759657,0.0002730399,0.003025962,0.9143423,0.02471044,0.02820795],"study_design_scores_gemma":[0.00813864,0.002138402,0.08543508,0.004986924,0.006753959,0.000002785194,0.02594231,0.2071472,0.08012891,0.2348979,0.3412099,0.003217962],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1089682,0.0100885,0.757242,0.02962102,0.008820091,0.01124655,0.0033064,0.0006875801,0.07001971],"genre_scores_gemma":[0.9474434,0.0001195819,0.04782284,0.0002781177,0.00004995741,0.0007392801,0.0001035695,0.00001139445,0.003431815],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8384752,"threshold_uncertainty_score":0.9998254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06324926484843492,"score_gpt":0.4088519111599161,"score_spread":0.3456026463114812,"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."}}