{"id":"W4391617594","doi":"10.32920/25164620","title":"Gamification, Game Based Learning, and Digital Card Games in Education","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Educational Games and Gamification","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Realm; Educational game; Game based learning; Game Developer; Computer science; Game design; Mathematics education; Game mechanics; Video game development; Psychology; Multimedia; Political science","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":[0.001560796,0.0007494425,0.0004373429,0.001819482,0.0009199805,0.00681682,0.0005152375,0.001669569,0.005273319],"category_scores_gemma":[0.003408309,0.0002169853,0.000354131,0.002156081,0.00689584,0.005212577,0.00249707,0.002212659,0.0004557549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001939515,"about_ca_system_score_gemma":0.00157546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003319879,"about_ca_topic_score_gemma":0.005405848,"domain_scores_codex":[0.9989619,0.00063494,0.00003416715,0.00009707585,0.0001800985,0.00009180627],"domain_scores_gemma":[0.9976808,0.001873048,0.0001123122,0.00007888329,0.00006786431,0.0001870623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009405473,0.0002452202,0.003552753,0.0006578511,0.0000244909,0.000175198,0.004578493,0.001142471,0.0002490056,0.6610224,0.006902642,0.3213554],"study_design_scores_gemma":[0.0000613255,0.0002565027,0.01587063,0.003419906,0.00004276946,0.0007957471,0.01173474,0.00564831,0.0006347554,0.7721975,0.1892748,0.00006299799],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.1265627,0.2332495,0.04621386,0.03280093,0.001765217,0.0002058329,0.0001013256,0.0003201438,0.5587805],"genre_scores_gemma":[0.8525865,0.07838281,0.02480252,0.003140033,0.0006258,0.0003040856,0.00007137675,0.00008687026,0.03999998],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.00681682,"threshold_uncertainty_score":0.01764101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01667179437916457,"score_gpt":0.3364497986871155,"score_spread":0.3197780043079509,"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."}}