{"id":"W4400007391","doi":"10.1108/ijmce-08-2023-0080","title":"Professional insights for the successful implementation of peer-mentoring programs for undergraduate teacher candidates","year":2024,"lang":"en","type":"article","venue":"International Journal of Mentoring and Coaching in Education","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Peer mentoring; Psychology; Medical education; Professional development; Pedagogy; Mathematics education; Computer science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002150186,0.00006713881,0.00008321763,0.0002130722,0.0001808581,0.0002455694,0.0002175409,0.00003416923,0.0000056121],"category_scores_gemma":[0.0004318171,0.00005119494,0.00005228206,0.0001182222,0.0000441129,0.0006920227,0.00001858413,0.0001406914,1.74091e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005103624,"about_ca_system_score_gemma":0.0007894016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00128784,"about_ca_topic_score_gemma":0.0005658815,"domain_scores_codex":[0.998789,0.0001229427,0.0003547565,0.0001127524,0.0005016894,0.000118903],"domain_scores_gemma":[0.9983718,0.0006396822,0.0003370427,0.0000434352,0.0005707293,0.00003733026],"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":[0.0001353409,0.0004055786,0.09506027,0.00009500839,0.0002529949,3.190554e-7,0.111507,0.00008617897,0.0009606706,0.05657477,0.000814764,0.7341071],"study_design_scores_gemma":[0.00126799,0.0003178499,0.02748725,0.001427323,0.0002259439,0.00001436085,0.2484327,0.001851642,0.002704028,0.08251725,0.6334808,0.000272836],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9574775,0.00215291,0.004394717,0.01923293,0.01505399,0.0006896855,0.000003634117,0.00001169197,0.0009829532],"genre_scores_gemma":[0.9953046,0.000333116,0.001613691,0.00001817292,0.001478791,0.0001361395,0.00001292901,0.000008947051,0.00109363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7338342,"threshold_uncertainty_score":0.2368032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0310026050066691,"score_gpt":0.458346754342581,"score_spread":0.4273441493359119,"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."}}