{"id":"W4323908078","doi":"10.53103/cjess.v3i1.114","title":"Effects of Graduates Tracers as A Quality Assurance Vector on Graduate’s Career Readiness in Cameroon State Universities","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Educational and Social Studies","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Employability; Graduate students; Medical education; Quality assurance; Simple random sample; Psychology; Tracing; Quality (philosophy); Sample (material); Pedagogy; Sociology; Computer science; Medicine; Business; Marketing; Service (business); Physics; Demography","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":[0.0008377209,0.00007829565,0.0002256664,0.0002370153,0.0005854734,0.000035793,0.000112726,0.00003613475,0.00002285721],"category_scores_gemma":[0.001654038,0.00007769061,0.00004755785,0.0004678862,0.0005125969,0.0002231934,0.000005559948,0.0001633958,0.000007759852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004431265,"about_ca_system_score_gemma":0.003803207,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08680304,"about_ca_topic_score_gemma":0.1433102,"domain_scores_codex":[0.9987583,0.000423,0.0002275762,0.00009450049,0.0002907692,0.0002058801],"domain_scores_gemma":[0.9967152,0.002337734,0.0002887774,0.00002726845,0.0004870861,0.0001439315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00004273508,0.00005454279,0.1260331,0.000165473,0.0002108601,0.00001554484,0.8236238,0.00005627533,0.00002905184,0.03721184,0.01151469,0.001042074],"study_design_scores_gemma":[0.000167568,0.00004299068,0.7625165,0.00008731584,0.00002063346,6.602956e-7,0.2237744,1.283019e-7,0.0000207536,0.003553944,0.009729552,0.00008559134],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.937788,0.0009580879,1.003386e-7,0.05965539,0.0007954665,0.00007456398,0.000009211395,0.000003285587,0.0007158684],"genre_scores_gemma":[0.9963472,0.0004820888,0.0000104851,0.0001080132,0.0002401178,0.000004957805,0.00000209163,0.000005374532,0.002799662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6364834,"threshold_uncertainty_score":0.919278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1041641471738989,"score_gpt":0.4059107614484284,"score_spread":0.3017466142745295,"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."}}