{"id":"W92721083","doi":"10.5555/1292428.1292436","title":"Serious games + computer science = serious CS","year":2007,"lang":"en","type":"article","venue":"Open MIND","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Curriculum; Mathematics education; Vocational education; Computer science; Institution; Multimedia; Pedagogy; Psychology; Sociology","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":[0.0004054955,0.0009701258,0.0003754026,0.0007580087,0.0006195864,0.002104906,0.0008788322,0.0009453231,0.1873306],"category_scores_gemma":[0.002714152,0.0002366585,0.0004117529,0.001111926,0.0008894581,0.003954473,0.002156581,0.001812727,0.06677876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007281264,"about_ca_system_score_gemma":0.001284341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001595439,"about_ca_topic_score_gemma":0.003981928,"domain_scores_codex":[0.9993287,0.0001468799,0.0000639838,0.00009530477,0.0002952132,0.00006991663],"domain_scores_gemma":[0.9988997,0.0002674321,0.0001067121,0.0001935204,0.0002161425,0.0003165137],"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":[0.0001660364,0.0001777225,0.0005775531,0.0009829424,0.00001602607,0.00007608096,0.0001900807,0.001094262,0.002839234,0.2039578,0.360705,0.4292172],"study_design_scores_gemma":[0.0000487471,0.00007046922,0.0005154882,0.0000899077,0.00000689217,0.0002271072,0.00004180861,0.001414742,0.0009629378,0.0521364,0.9444712,0.0000143873],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.00592504,0.002716134,0.1123154,0.004625917,0.003018625,0.001012619,0.00356428,0.01092515,0.8558969],"genre_scores_gemma":[0.1089649,0.009073766,0.2218239,0.005749102,0.001634987,0.00159712,0.01076677,0.005152607,0.6352369],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1873306,"threshold_uncertainty_score":0.6266835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02507519261681073,"score_gpt":0.3155598057251058,"score_spread":0.290484613108295,"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."}}