{"id":"W4408227835","doi":"10.1080/03075079.2025.2472913","title":"‘I wasn’t my authentic self': identity concealment during placement-based work-integrated learning among students from equity-deserving groups","year":2025,"lang":"en","type":"article","venue":"Studies in Higher Education","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Higher education; Equity (law); Psychology; Identity (music); Self-concept; Pedagogy; Social psychology; Sociology; Mathematics education; Political science","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":[0.008912053,0.0006611358,0.0008004641,0.000845666,0.008600573,0.006322343,0.001590473,0.00184871,0.002536713],"category_scores_gemma":[0.01601948,0.0005063409,0.0006198632,0.0005689148,0.009287759,0.004016915,0.01208936,0.004150112,0.0004504334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002216243,"about_ca_system_score_gemma":0.004132251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002942719,"about_ca_topic_score_gemma":0.004607345,"domain_scores_codex":[0.992206,0.004264652,0.0003035275,0.0004036241,0.001152556,0.001669655],"domain_scores_gemma":[0.991557,0.002828169,0.002259631,0.000721182,0.0006262769,0.0020077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001169963,0.0003256893,0.0514835,0.0001235493,0.00002112411,0.001367135,0.919338,0.00006145769,0.002118941,0.001886279,0.0005503715,0.022607],"study_design_scores_gemma":[0.000008699496,0.0002179109,0.01123974,0.00008785777,0.00001748485,0.0009496883,0.9808707,0.0001821469,0.0008081292,0.001162669,0.004417514,0.00003747783],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976892,0.0001197039,0.0005624214,0.0005718124,0.00003251873,0.0000207858,0.000004580873,0.000006218228,0.0009928435],"genre_scores_gemma":[0.9987747,0.00008403429,0.0002017869,0.0002201991,0.000008503252,0.00001085709,0.000006142093,0.000004616058,0.0006892323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008912053,"threshold_uncertainty_score":0.04713202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06582078466887759,"score_gpt":0.4390373833559447,"score_spread":0.3732165986870671,"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."}}