{"id":"W4416161959","doi":"10.1007/978-3-032-02333-9_17","title":"What if Mentors Were Among Us? Exploring the Potential for Critical-Transformative Mentorship in Teacher Education","year":2025,"lang":"en","type":"book-chapter","venue":"Springer texts in education","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Mentorship; Practicum; Transformative learning; Teacher education; Bachelor; Sociocultural evolution; Qualitative research","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001155848,0.0004320969,0.0003677256,0.0006707085,0.0001453291,0.0001688009,0.0004404068,0.0004278693,0.0007006634],"category_scores_gemma":[0.0001340337,0.0004019369,0.0001320323,0.0001142355,0.0001100722,0.0006120238,0.00006424545,0.0009493467,0.00007609204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001092938,"about_ca_system_score_gemma":0.0006805368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002146587,"about_ca_topic_score_gemma":0.00006979441,"domain_scores_codex":[0.997479,0.0001152113,0.0008498342,0.0006707983,0.0003348699,0.0005502471],"domain_scores_gemma":[0.9988112,0.0002506927,0.0002277616,0.0004847256,0.000113486,0.0001121316],"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":[0.0001175237,0.000919287,0.004605922,0.000603532,0.0001487304,0.000001714595,0.04970637,0.00001661884,0.00002241831,0.2227832,0.01907912,0.7019956],"study_design_scores_gemma":[0.0009569064,0.00007871338,0.09268443,0.008824298,0.0002431126,0.000004213242,0.03088292,0.00002268192,0.0001982118,0.05811911,0.8066526,0.001332812],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1591664,0.009340643,0.0004033258,0.006795341,0.1564774,0.005491844,0.00002042964,0.0001591729,0.6621455],"genre_scores_gemma":[0.2482918,0.001184404,0.0004451094,0.000416809,0.001803978,0.004484677,0.000150057,0.0000967028,0.7431265],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7875735,"threshold_uncertainty_score":0.9998432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03218079128174178,"score_gpt":0.3369584427339534,"score_spread":0.3047776514522116,"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."}}