{"id":"W4200011710","doi":"10.1016/j.edurev.2021.100428","title":"Examining pedagogical approaches and types of mathematics knowledge in educational games: A meta-analysis and critical review","year":2021,"lang":"en","type":"review","venue":"Educational Research Review","topic":"Educational Games and Gamification","field":"Psychology","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Mathematics education; Experiential learning; Knowledge level; Descriptive knowledge; Function (biology); Constructivist teaching methods; Psychology; Teaching method; Computer science; Knowledge management","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006893921,0.0004537235,0.004378962,0.0008409272,0.00009975648,0.00006393103,0.0004716791,0.0002533756,0.01313844],"category_scores_gemma":[0.008162257,0.0003462949,0.0009290612,0.003232607,0.0005604111,0.00008948022,0.0002090208,0.0009021992,0.0001726156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001429338,"about_ca_system_score_gemma":0.002529812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000438957,"about_ca_topic_score_gemma":0.000029305,"domain_scores_codex":[0.9928048,0.003007519,0.001846689,0.001102827,0.0007908261,0.0004473299],"domain_scores_gemma":[0.9810213,0.01645796,0.0004791096,0.0009228763,0.0008390833,0.0002796915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[9.466452e-7,0.002090015,0.00005391881,0.3764262,0.01497316,0.000001446046,0.001102444,3.738169e-8,3.913306e-8,0.3489113,0.01431275,0.2421277],"study_design_scores_gemma":[0.00003687193,0.00003442608,0.0004511115,0.05200434,0.06222355,0.00007300609,0.0006260152,0.000001131841,1.627847e-8,0.001008976,0.8832352,0.0003053322],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002798428,0.9832074,0.0000107434,0.009231259,0.0001228037,0.001515927,0.00008488386,0.000004145399,0.005820063],"genre_scores_gemma":[0.0000186536,0.9842628,0.002463598,0.0001647662,0.0002370026,0.003852387,0.0007532864,0.00004219836,0.008205293],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8689225,"threshold_uncertainty_score":0.9998989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8852249352264746,"score_gpt":0.6307373784891042,"score_spread":0.2544875567373704,"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."}}