{"id":"W4399743598","doi":"10.22230/ijepl.2024v20n1a1403","title":"Principal Support for Teacher Vitality: An Empirical Analysis in Low-Performing Schools","year":2024,"lang":"en","type":"article","venue":"International Journal of Education Policy and Leadership","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vitality; Principal (computer security); Principal component analysis; Mathematics education; Psychology; Sociology; Pedagogy; Computer science; Statistics; Mathematics; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001229187,0.0000834379,0.0001622641,0.001397245,0.000106578,0.0001903583,0.0002766109,0.0001047806,0.00009650223],"category_scores_gemma":[0.001517453,0.00007933272,0.0001084148,0.0006885488,0.0001573811,0.0006732881,0.00001651578,0.0002760467,0.000005653187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005950926,"about_ca_system_score_gemma":0.002438981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003708116,"about_ca_topic_score_gemma":0.0006778566,"domain_scores_codex":[0.9988282,0.00009003892,0.0004004934,0.0001608938,0.0003187679,0.0002015767],"domain_scores_gemma":[0.9990788,0.0002176242,0.0001491381,0.00007316291,0.0003681376,0.0001131509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000185114,0.001073417,0.3289801,0.0001286401,0.001837831,0.00001074915,0.278629,0.0001290889,0.0003209198,0.1326977,0.01561273,0.2403947],"study_design_scores_gemma":[0.0005781332,0.0001984269,0.3848734,0.0003418557,0.0003114637,0.0000497828,0.2937229,0.0003278685,0.0002829766,0.02819068,0.2907171,0.0004054022],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9116718,0.0006352265,0.0008893314,0.08313205,0.001394179,0.0001394419,0.000007739905,0.00005648829,0.002073725],"genre_scores_gemma":[0.9913987,0.00007572426,0.0007766662,0.001061709,0.002143854,0.00002277361,0.000008269833,0.000007512188,0.004504823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2751044,"threshold_uncertainty_score":0.4326647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1736725372445961,"score_gpt":0.4949821867921582,"score_spread":0.3213096495475621,"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."}}