{"id":"W4413908341","doi":"10.17576/ebangi.2025.2203.40","title":"Navigating Expectations and Realities: A Phenomenological Study of Graduate Unemployment in Alfred Duma Municipality, South Africa","year":2025,"lang":"en","type":"article","venue":"Jurnal e-Bangi/e-Bangi","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance","funders":"","keywords":"Unemployment; Phenomenological method; Interpretative phenomenological analysis; Sociology; Political science; Social science; Economic growth; Economics; Qualitative research; Epistemology; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001343046,0.0002095281,0.0004366827,0.0001664491,0.0005289755,0.0001156201,0.0003818088,0.0001279706,0.00009813238],"category_scores_gemma":[0.0005139224,0.0001968823,0.0001067865,0.001179427,0.0004231996,0.0001490251,0.0001360063,0.0004135228,0.000009226546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003211345,"about_ca_system_score_gemma":0.0003106144,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01397,"about_ca_topic_score_gemma":0.006560694,"domain_scores_codex":[0.9968342,0.0008589913,0.0007717491,0.0004436633,0.0005721931,0.0005192031],"domain_scores_gemma":[0.9985396,0.000480093,0.0002360026,0.0003669893,0.0001970199,0.0001803498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007060429,0.001401746,0.1492595,0.00004410175,0.0000895701,0.000007278684,0.8313654,0.00004387598,0.00005048549,0.01512408,0.0003946445,0.002148726],"study_design_scores_gemma":[0.001901151,0.0003595665,0.2050671,0.0002132904,0.00008760292,8.408948e-7,0.7801389,0.0000344843,0.00002852056,0.009476643,0.002323291,0.0003686761],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886996,0.0003385016,0.00002562771,0.002521537,0.0002938686,0.0007055195,0.00003008504,0.00008658023,0.007298702],"genre_scores_gemma":[0.9984194,0.00002127822,0.0002108481,0.00009652273,0.00009331253,0.000157429,0.000005149988,0.00001243702,0.0009835886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05580762,"threshold_uncertainty_score":0.992596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1101308010966787,"score_gpt":0.4043122308921503,"score_spread":0.2941814297954717,"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."}}