{"id":"W3205764526","doi":"10.5539/jel.v10n6p18","title":"Expected and Actual Learning Outcomes of Teacher Students Based on National Qualifications Framework for Higher Education","year":2021,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Educational Assessment and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Mathematics education; Test (biology); Statistical analysis; Medical education; 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":[],"consensus_categories":[],"category_scores_codex":[0.0009444167,0.00007100506,0.0001448438,0.0001781617,0.0004060666,0.00009636672,0.00008058309,0.00007673645,0.0004887534],"category_scores_gemma":[0.002199958,0.00006818958,0.00005355221,0.0001800575,0.00005666259,0.0001611798,0.000008182416,0.0003127104,0.000001166045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008123915,"about_ca_system_score_gemma":0.002446251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003740022,"about_ca_topic_score_gemma":0.00001300717,"domain_scores_codex":[0.9986729,0.0003895415,0.0002912863,0.0001115405,0.00044257,0.00009214602],"domain_scores_gemma":[0.997194,0.00128253,0.0004409818,0.00004195243,0.0009481487,0.00009238595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003429735,0.001407477,0.7870481,0.00002901612,0.00006869218,7.910747e-8,0.02145674,0.0002105129,0.0001539881,0.1739857,0.001397754,0.01420762],"study_design_scores_gemma":[0.000285368,0.0001021736,0.7403769,0.0001063925,0.00004278532,0.000001505002,0.06852233,0.00002864822,0.00001686236,0.004751408,0.1856617,0.0001039337],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767275,0.0004961783,0.0007758141,0.01337584,0.001124972,0.0001256894,0.000001240805,0.000009784054,0.007362965],"genre_scores_gemma":[0.9751713,0.00006160743,0.006918677,0.000426918,0.000609345,0.00001591698,0.00002165715,0.000008030634,0.01676655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.184264,"threshold_uncertainty_score":0.5351506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08697246880907047,"score_gpt":0.5000670648073113,"score_spread":0.4130945959982408,"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."}}