{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003577162,0.0002651997,0.0003014768,0.0007034551,0.001179921,0.001322025,0.0003386647,0.000530256,0.003173196],"category_scores_gemma":[0.01247489,0.0001773339,0.0004162269,0.0007130026,0.001023244,0.0006369982,0.001619388,0.001242095,0.0001802413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001501733,"about_ca_system_score_gemma":0.004291066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02115028,"about_ca_topic_score_gemma":0.02929139,"domain_scores_codex":[0.9977871,0.001136054,0.00007641518,0.0001737016,0.0002242851,0.0006024034],"domain_scores_gemma":[0.9883304,0.004536355,0.002351885,0.0003182784,0.0009890897,0.00347407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001812219,0.000373476,0.97835,0.00003819908,0.00002313613,0.000154514,0.004417711,0.0002001962,0.0004884379,0.0004489271,0.0003533449,0.01497075],"study_design_scores_gemma":[0.000005632608,0.0004118484,0.9875497,0.0000752978,0.00001835936,0.0000317101,0.01046808,0.0004061161,0.0001288199,0.0001172008,0.0007752943,0.00001180218],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990945,0.00005825998,0.00007673504,0.000212993,0.00000930402,0.00001245281,0.00002653888,0.000002656212,0.0005066711],"genre_scores_gemma":[0.9995174,0.00004482762,0.00009205526,0.00003448798,0.000003945367,0.00001278726,0.00002232623,9.96043e-7,0.0002712307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02115028,"threshold_uncertainty_score":0.04205436,"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."}}