{"id":"W3182953431","doi":"10.3991/ijet.v16i13.23147","title":"Challenge-based and Competency-based Assessments in an Undergraduate Programming Course","year":2021,"lang":"en","type":"article","venue":"International Journal of Emerging Technologies in Learning (iJET)","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mohawk College; McMaster University","funders":"","keywords":"Computer science; Variety (cybernetics); Course (navigation); Competency assessment; Mathematics education; Artificial intelligence; Medical education; Psychology; Engineering","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":[0.007808442,0.0006811653,0.0007155857,0.001112716,0.0003661847,0.001730428,0.0009082655,0.001020583,0.0008558852],"category_scores_gemma":[0.03293208,0.0002058971,0.0003637551,0.0006493392,0.0003006367,0.001468659,0.001444129,0.0007985823,0.0005353236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006741279,"about_ca_system_score_gemma":0.001045018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001022919,"about_ca_topic_score_gemma":0.002233426,"domain_scores_codex":[0.9883097,0.004952208,0.0006538825,0.001137854,0.004500747,0.0004455808],"domain_scores_gemma":[0.9790947,0.009920477,0.002548384,0.0009220097,0.005525146,0.001989257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004144586,0.01576151,0.4161349,0.0005066548,0.0003900249,0.0003164219,0.003651013,0.030513,0.03763198,0.002145617,0.001609411,0.4871949],"study_design_scores_gemma":[0.0004096971,0.04456484,0.6879708,0.0001833313,0.0002286638,0.0006132757,0.004026251,0.1763326,0.07638165,0.002994578,0.005978855,0.0003153804],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884518,0.00008257562,0.009265264,0.00004660111,0.00001838369,0.0001867046,0.00003921708,0.00005044974,0.001858894],"genre_scores_gemma":[0.979345,0.00005784922,0.01910298,0.00004791069,0.000008502778,0.0001910313,0.0001247475,0.00001379596,0.0011082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007808442,"threshold_uncertainty_score":0.04129553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02242347326205609,"score_gpt":0.3443551801423859,"score_spread":0.3219317068803298,"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."}}