{"id":"W4416161794","doi":"10.1007/978-3-032-02333-9_20","title":"Mentoring and New Teacher Efficacy","year":2025,"lang":"en","type":"book-chapter","venue":"Springer texts in education","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Professional development; Teacher education; Self-efficacy; Teacher quality; Faculty development; Teacher leadership; Teacher preparation","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":[0.0004061215,0.0001787265,0.0001916517,0.0002870625,0.0001505103,0.00008415945,0.0001642164,0.0002270391,0.0006230938],"category_scores_gemma":[0.0002344919,0.0002058331,0.00004489806,0.00007211981,0.0001320363,0.00009830263,0.00004443741,0.0003701442,0.00005878359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004977876,"about_ca_system_score_gemma":0.001511521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001306405,"about_ca_topic_score_gemma":0.001470898,"domain_scores_codex":[0.998952,0.000046353,0.0002189776,0.0003392164,0.0002136223,0.0002298832],"domain_scores_gemma":[0.9994318,0.00009073753,0.0001089957,0.000197229,0.00004669456,0.0001245792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003960404,0.0001012691,0.003998358,0.00004454956,0.00002924827,2.179382e-7,0.1758764,2.107859e-7,0.000001602641,0.2571501,0.03530523,0.5274889],"study_design_scores_gemma":[0.0001059279,0.000004348522,0.01080506,0.000317632,0.0000286325,1.071875e-7,0.01356378,1.122661e-7,0.000001674341,0.008064938,0.966907,0.0002008174],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000981409,0.009259276,0.000004565672,0.02138807,0.002606829,0.0003703716,5.096043e-7,0.00007114987,0.9653178],"genre_scores_gemma":[0.03793825,0.001178751,0.0003256982,0.0002418089,0.001556814,0.00001839441,0.000005233866,0.00001924857,0.9587158],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9316018,"threshold_uncertainty_score":0.8393629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09483312316978589,"score_gpt":0.386938559951395,"score_spread":0.2921054367816092,"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."}}