{"id":"W4391599320","doi":"10.18260/1-2--43520","title":"Making Learning Fun: Implementing a Gamified Approach to Materials Science and Engineering Education","year":2024,"lang":"en","type":"article","venue":"","topic":"Educational Games and Gamification","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Victoria; Mount Saint Vincent University; University of British Columbia; Natural Sciences and Engineering Research Council of Canada","funders":"McMaster University","keywords":"Computer science; Engineering education; Multimedia; Mathematics education; Human–computer interaction; Engineering management; Engineering; Psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0009202036,0.00007673333,0.00006502488,0.0002590783,0.0001102108,0.0003176125,0.00009524129,0.00002569907,0.0002881987],"category_scores_gemma":[0.00008955182,0.0000735088,0.000009959842,0.000466132,0.00002249175,0.0001370596,0.00005148671,0.00006993545,0.00008485245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006354181,"about_ca_system_score_gemma":0.0001210748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004030994,"about_ca_topic_score_gemma":6.080051e-7,"domain_scores_codex":[0.9990919,0.00001838054,0.0001618733,0.000345521,0.0001461497,0.0002362335],"domain_scores_gemma":[0.9996812,0.00004243778,0.00002393232,0.0001179265,0.00007999371,0.00005452409],"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":[0.000004553531,0.00005704065,0.0004886896,0.0001401469,0.00001762838,2.616241e-7,0.01124353,0.00003445185,0.1485869,0.7574179,0.001637268,0.08037172],"study_design_scores_gemma":[0.0002653034,0.0001310102,0.2922952,0.0004506376,0.00007441396,0.0001768996,0.05034928,0.006831733,0.009582858,0.0008441502,0.637998,0.00100043],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9083888,0.0004380305,0.01069994,0.0008958139,0.001500613,0.0003233534,0.000001817872,0.0001958964,0.07755571],"genre_scores_gemma":[0.9882218,0.000002449351,0.007178079,0.0001768748,0.0002576174,0.0001268619,0.00001036808,0.00001457593,0.004011397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7565737,"threshold_uncertainty_score":0.3155574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04751314001034491,"score_gpt":0.3724295291450064,"score_spread":0.3249163891346615,"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."}}