{"id":"W4402894181","doi":"10.1080/13603108.2024.2404400","title":"The culture of student development: student services for an increasingly diverse student population","year":2024,"lang":"en","type":"article","venue":"Perspectives Policy and Practice in Higher Education","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Student engagement; Population; Sociology; Political science; Pedagogy; Demography","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":[0.00180994,0.00012587,0.0001280203,0.0002149478,0.0009096807,0.0005142549,0.0002695101,0.0000671793,0.00002316569],"category_scores_gemma":[0.0004840739,0.0000980195,0.00003123976,0.0005690448,0.0001869399,0.001074159,0.00007428585,0.0001547804,0.000004393782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006935844,"about_ca_system_score_gemma":0.0008485689,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01280465,"about_ca_topic_score_gemma":0.003032199,"domain_scores_codex":[0.9979274,0.0006768029,0.0002690887,0.0003189342,0.000546976,0.0002607647],"domain_scores_gemma":[0.9972979,0.001850252,0.0001403623,0.0001505172,0.0004578954,0.0001030308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004911858,0.0007285552,0.02368596,0.00006053985,0.00009738801,2.332505e-7,0.7819206,0.00000417604,0.00002478511,0.186711,0.0002335969,0.006484161],"study_design_scores_gemma":[0.00007934445,0.00004472747,0.409449,0.00004315466,0.00002415075,4.69631e-7,0.4353303,7.626455e-7,0.0000025324,0.001095501,0.1538608,0.00006930628],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9191375,0.01687371,0.000003406818,0.03077346,0.001196192,0.001429434,0.000009112238,0.00006342932,0.03051372],"genre_scores_gemma":[0.9912179,0.003094288,0.0005558712,0.0001454412,0.001059898,0.0003121015,0.00001268805,0.00001165787,0.003590212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.385763,"threshold_uncertainty_score":0.9937692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06544829900815768,"score_gpt":0.5207512208911798,"score_spread":0.4553029218830221,"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."}}