{"id":"W7132878303","doi":"","title":"A Shared WIL: Investigating University Approaches to Supporting Students in Securing Work-Integrated Learning Opportunities","year":2025,"lang":"","type":"dissertation","venue":"TSpace","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Association for the Study of Adult Education","funders":"","keywords":"Staffing; Accountability; Prioritization; Work (physics); Phase (matter); Higher education","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009793045,0.000380093,0.0003233736,0.001513014,0.0115735,0.01021999,0.002904219,0.001469697,0.00323402],"category_scores_gemma":[0.01409972,0.000329175,0.0003610757,0.001709375,0.01202462,0.00528835,0.01333693,0.002351212,0.000422087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02576916,"about_ca_system_score_gemma":0.0330849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05530077,"about_ca_topic_score_gemma":0.1656719,"domain_scores_codex":[0.9910261,0.005407279,0.0002221344,0.0004686235,0.000944766,0.001931131],"domain_scores_gemma":[0.9883295,0.004129631,0.001616058,0.0008460258,0.001205802,0.003872986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001280268,0.001060825,0.07170027,0.0002296624,0.00002807432,0.0007626318,0.84244,0.0006499424,0.001298132,0.01765384,0.001241854,0.06280676],"study_design_scores_gemma":[0.00001120409,0.0002346194,0.02422913,0.0001065625,0.00001650207,0.00007483706,0.9581122,0.0006191334,0.0005119445,0.002129501,0.01393961,0.00001466293],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852562,0.0001221939,0.001605896,0.001250913,0.0000139091,0.0001148095,0.00001696541,0.0000137924,0.01160543],"genre_scores_gemma":[0.996537,0.0001762551,0.001190634,0.000100163,0.000004568214,0.00005629128,0.00001161753,0.00000569535,0.001917865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05530077,"threshold_uncertainty_score":0.1869693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2210092690139965,"score_gpt":0.4019738261740196,"score_spread":0.1809645571600232,"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."}}