{"id":"W7117651114","doi":"10.47678/cjhe.v55i4.190545","title":"Navigating the Student Affairs Landscape: An Autoethnographic Exploration of the Student Affairs Profession from Canadian Perspectives","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Reflexivity; Student affairs; Workforce; Autoethnography; Experiential learning; Narrative; Thematic analysis; Intersectionality; Higher education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001082988,0.0001227434,0.0001658017,0.0001867198,0.0012274,0.0001837664,0.0007444536,0.0001146718,0.0004843032],"category_scores_gemma":[0.0001400848,0.00008462902,0.0001119713,0.0009075591,0.0003488573,0.0005199957,0.00001374447,0.0004863252,0.000003615236],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009594403,"about_ca_system_score_gemma":0.01387883,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4920438,"about_ca_topic_score_gemma":0.9102601,"domain_scores_codex":[0.997859,0.0008089078,0.0004329708,0.0001839322,0.0004136311,0.0003015814],"domain_scores_gemma":[0.9979776,0.0001166336,0.0003592873,0.0003493856,0.0006961131,0.0005009434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004489692,0.0001501618,0.6094058,0.000006909306,0.00005092602,5.075323e-7,0.370796,0.00004810412,0.00002832688,0.008933681,0.008750071,0.001824984],"study_design_scores_gemma":[0.00009235005,0.00001929777,0.5542467,0.0001432362,0.00003973773,2.482681e-7,0.4223041,7.094206e-7,0.00001883639,0.002206027,0.02086138,0.00006745318],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9219083,0.002051063,0.000007525579,0.06555402,0.00561454,0.0004281438,0.00001038479,0.000008724041,0.004417334],"genre_scores_gemma":[0.9973663,0.0000315371,0.0000941389,0.0003593093,0.0005569078,0.00002605896,0.000007510802,0.000009599234,0.001548606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4182163,"threshold_uncertainty_score":0.9917116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02640815704894348,"score_gpt":0.3888198209392247,"score_spread":0.3624116638902812,"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."}}