{"id":"W4407549570","doi":"10.61846/cuji-ssh.2024.4.03","title":"ENHANCING TEACHING IN HIGHER EDUCATION – EVALUATION","year":2024,"lang":"en","type":"article","venue":"Cluj University Journal Interdisciplinary Social Sciences and Humanities","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Computer science; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1540552,0.0006892912,0.001452705,0.007875212,0.001391383,0.009206198,0.001451035,0.00123373,0.006449062],"category_scores_gemma":[0.2290249,0.0002681981,0.0009884146,0.009603831,0.002946409,0.004365177,0.004648308,0.001113483,0.002207982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007360744,"about_ca_system_score_gemma":0.007964718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001228382,"about_ca_topic_score_gemma":0.001313934,"domain_scores_codex":[0.7004113,0.187792,0.01718999,0.003463811,0.08860051,0.002542436],"domain_scores_gemma":[0.6997418,0.1313014,0.02326364,0.01694892,0.1213642,0.007380067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004817092,0.0005523297,0.02344353,0.003972394,0.0003196304,0.00006440079,0.003374383,0.002139809,0.0007734561,0.03352831,0.01997676,0.9113733],"study_design_scores_gemma":[0.0006249348,0.006678799,0.2236411,0.01966166,0.0009034885,0.0008980658,0.02100258,0.02127835,0.01681565,0.105061,0.5828551,0.0005792101],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2049144,0.05485429,0.1767629,0.02089037,0.004901779,0.01874523,0.003709216,0.001456065,0.5137658],"genre_scores_gemma":[0.8926342,0.01007899,0.0704834,0.001145155,0.0009027836,0.005097579,0.00154402,0.0002234843,0.01789048],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1540552,"threshold_uncertainty_score":0.8147314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3229862630766537,"score_gpt":0.5124865417504545,"score_spread":0.1895002786738008,"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."}}