{"id":"W4283746786","doi":"10.21083/ajote.v11i1.7052","title":"Competency-Based Assessment in Entrepreneurship Education in Kenya’s Tertiary Institutions","year":2022,"lang":"en","type":"article","venue":"African Journal of Teacher Education","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Entrepreneurship; Curriculum; Higher education; Medical education; Descriptive statistics; Entrepreneurship education; Psychology; Pedagogy; Political science; Medicine; Mathematics; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002722732,0.00009712108,0.0001561856,0.0006668619,0.0003362108,0.00007917749,0.0004313382,0.00004109936,0.001117547],"category_scores_gemma":[0.0005907465,0.0001109843,0.00006284282,0.0009929761,0.0001046592,0.0005898436,0.00002682975,0.0008513992,0.00000845435],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002002745,"about_ca_system_score_gemma":0.04348081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003160757,"about_ca_topic_score_gemma":0.001235298,"domain_scores_codex":[0.9963478,0.002143905,0.0005400414,0.0001778954,0.0005702648,0.0002200355],"domain_scores_gemma":[0.9985462,0.000261438,0.0006888548,0.0001792303,0.0001892564,0.0001349987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000171284,0.003476495,0.9325762,0.000006626993,0.000006150808,0.0000020376,0.03306849,0.001953093,0.00007730983,0.01258156,0.002499934,0.01373497],"study_design_scores_gemma":[0.0002395946,0.00005843166,0.6749142,0.0000446371,0.00001877193,0.00000822963,0.0984231,0.00001646577,0.000005950576,0.001125818,0.2250253,0.0001194455],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9079231,0.0003728994,0.00005552745,0.05661387,0.002482223,0.0002587709,0.000001072102,0.00001564799,0.03227691],"genre_scores_gemma":[0.9941518,0.00001589662,0.003216698,0.0005880744,0.0003246468,0.00008486524,0.00001211257,0.00001066424,0.001595235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.257662,"threshold_uncertainty_score":0.9997956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03422234136035093,"score_gpt":0.3968522320523938,"score_spread":0.3626298906920429,"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."}}