{"id":"W598157138","doi":"","title":"Undergraduate curricular peer mentoring programs : perspectives on innovation by faculty, staff, and students","year":2013,"lang":"en","type":"book","venue":"","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Peer mentoring; Pedagogy; Sociology; Psychology; Mathematics education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001069959,0.0002874222,0.0002351523,0.0002280141,0.0005215674,0.000904583,0.0003707857,0.0002802133,0.0001561609],"category_scores_gemma":[0.0005457692,0.0002597813,0.00004378784,0.0003645262,0.0002583555,0.0007935792,0.000111317,0.0004662327,0.0001249722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001836385,"about_ca_system_score_gemma":0.0003948621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001178237,"about_ca_topic_score_gemma":0.0001426966,"domain_scores_codex":[0.9966219,0.0002205228,0.0002903584,0.0006170648,0.001897519,0.0003526059],"domain_scores_gemma":[0.9979703,0.00009534377,0.0004619187,0.00021185,0.00115917,0.0001014182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001545708,0.001415473,0.006065691,0.00005825503,0.0004473671,0.00000163844,0.1001967,0.000001096585,0.00003988114,0.5541039,0.2724525,0.06520213],"study_design_scores_gemma":[0.0002009652,0.0002108983,0.0001621517,0.00009622645,0.00005691919,3.663536e-7,0.03990313,0.00000312307,0.0000141697,0.02911894,0.9298589,0.0003742303],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01718103,0.0002298235,0.0001082657,0.003757226,0.0006496971,0.001523236,0.000007008879,0.0001424684,0.9764013],"genre_scores_gemma":[0.02996712,0.0006328252,0.000566494,0.0000458854,0.0004661393,0.0001671057,0.0002065763,0.00003956381,0.9679083],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6574064,"threshold_uncertainty_score":0.9999855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04900103122820199,"score_gpt":0.4292787382728024,"score_spread":0.3802777070446004,"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."}}