{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004441697,0.0001610234,0.0001792157,0.000449971,0.002162011,0.004348111,0.0009080942,0.0008228637,0.003223788],"category_scores_gemma":[0.02135112,0.0001722615,0.0002230354,0.0002628804,0.001247306,0.002360878,0.001515844,0.0009640321,0.0007022845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001039402,"about_ca_system_score_gemma":0.003548676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001897972,"about_ca_topic_score_gemma":0.007210464,"domain_scores_codex":[0.9970361,0.001667431,0.00007492149,0.0001481482,0.0003873914,0.0006860509],"domain_scores_gemma":[0.9889562,0.002586941,0.002525047,0.0005229207,0.001280924,0.004128051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002769048,0.001385422,0.4503744,0.0006378103,0.00009989646,0.0009510839,0.1222944,0.0004562123,0.003656265,0.003629226,0.01990625,0.3963322],"study_design_scores_gemma":[0.0001194266,0.001765013,0.5116903,0.001066889,0.0001267852,0.001081228,0.4115921,0.0008308697,0.004058064,0.004728877,0.06284618,0.00009428257],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838853,0.0007864369,0.0008479303,0.006019197,0.00009316925,0.00004752252,0.0000272167,0.00003909391,0.008254184],"genre_scores_gemma":[0.9966016,0.0003649817,0.0003468849,0.0002316743,0.00003038147,0.00001701086,0.00002271943,0.00000494545,0.00237978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004441697,"threshold_uncertainty_score":0.02349019,"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."}}