{"id":"W7117034188","doi":"10.3390/educsci16010014","title":"How School Leaders Retain Experienced and Capable Teacher Mentors","year":2025,"lang":"en","type":"article","venue":"Education Sciences","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Nature versus nurture; Structural equation modeling; Job satisfaction; Teacher induction; Teacher leadership; Turnover; Educational leadership; Multimethodology; Test (biology)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009460113,0.00009404976,0.0001023087,0.0002167703,0.001204957,0.0005238526,0.0002928379,0.00005690362,0.0002653975],"category_scores_gemma":[0.001228679,0.0000846364,0.00002654902,0.0009494462,0.002041134,0.0006299863,0.00002495681,0.0001065749,0.00001547132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001481902,"about_ca_system_score_gemma":0.001841216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001211649,"about_ca_topic_score_gemma":0.0004829707,"domain_scores_codex":[0.9986922,0.0002229636,0.0001207169,0.0003339847,0.000330771,0.0002993622],"domain_scores_gemma":[0.9994791,0.00009591033,0.00006403608,0.000122193,0.00009809473,0.0001406671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000002329858,0.0001538281,0.1525779,0.00001582966,0.00001503885,6.727395e-8,0.6552744,7.016895e-7,0.0001525221,0.07914697,0.08382332,0.02883707],"study_design_scores_gemma":[0.00004681846,0.000008050863,0.009521618,0.00002435011,0.000005324034,1.076403e-7,0.7909508,0.000003288836,0.00008053239,0.001290569,0.1979832,0.00008536116],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3145055,0.004032304,0.0001004855,0.4976299,0.001920636,0.000346277,3.472225e-7,0.0001088048,0.1813557],"genre_scores_gemma":[0.8685418,0.0001029925,0.00050392,0.001150169,0.0001649802,0.00008566375,5.729074e-7,0.000002494571,0.1294475],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5540362,"threshold_uncertainty_score":0.9267675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1513128121983963,"score_gpt":0.4529485570604245,"score_spread":0.3016357448620282,"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."}}