{"id":"W3157694383","doi":"10.1108/ijilt-01-2021-0003","title":"Learning about serious game design and development at the K-12 level","year":2021,"lang":"en","type":"article","venue":"International Journal of Information and Learning Technology","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Game design; Originality; Set (abstract data type); Entertainment; Video game development; Plan (archaeology); Mathematics education; Game Developer; Computer science; Instructional design; Multimedia; Psychology; Creativity","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":[0.002324878,0.0009128081,0.0004607693,0.0006655092,0.001143291,0.004257548,0.001176715,0.0008785776,0.01678815],"category_scores_gemma":[0.009110929,0.0003832136,0.0005046774,0.000486334,0.001880978,0.00331245,0.002525195,0.003039655,0.008225814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0012302,"about_ca_system_score_gemma":0.002806213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009693123,"about_ca_topic_score_gemma":0.002225498,"domain_scores_codex":[0.9981852,0.0007125619,0.0001383513,0.0002093644,0.0005089362,0.0002454585],"domain_scores_gemma":[0.994042,0.002479882,0.0005034418,0.0007834366,0.0008927668,0.001298595],"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":[0.0001856791,0.001183001,0.009890768,0.002084813,0.00003462724,0.0005826752,0.01730999,0.002689571,0.01153165,0.06016339,0.07573768,0.8186062],"study_design_scores_gemma":[0.0000511133,0.0007065043,0.01096549,0.002384418,0.00002578109,0.002350428,0.009566782,0.002918429,0.01043828,0.0922065,0.8683032,0.00008307853],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1163037,0.007116714,0.4217918,0.01599168,0.00104291,0.00134354,0.0005604382,0.004217881,0.4316312],"genre_scores_gemma":[0.4119576,0.01179098,0.424595,0.004402983,0.0002755684,0.001098231,0.0009956062,0.0008561484,0.144028],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01678815,"threshold_uncertainty_score":0.056162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01808566821125511,"score_gpt":0.2560657740739852,"score_spread":0.2379801058627301,"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."}}