{"id":"W2997764434","doi":"10.20533/ijcdse.2042.6364.2017.0428","title":"Gamification Effects on Motivation and Learning: Application to Primary and College Students","year":2017,"lang":"en","type":"article","venue":"International Journal for Cross-Disciplinary Subjects in Education","topic":"Educational Games and Gamification","field":"Psychology","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Mathematics education; Psychology; Test (biology); Motivation to learn; Primary (astronomy); Intrinsic motivation; Social psychology","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":[0.002074682,0.0006051573,0.0006950168,0.0008766811,0.0005052116,0.00119597,0.0004452933,0.0004528579,0.003294943],"category_scores_gemma":[0.01100758,0.0001690656,0.0005722364,0.000565784,0.0006215288,0.0006177506,0.001565231,0.001067909,0.0001638945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004855932,"about_ca_system_score_gemma":0.0005572984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001028695,"about_ca_topic_score_gemma":0.001401952,"domain_scores_codex":[0.9990749,0.0003690907,0.00004782425,0.0001407394,0.0002362388,0.0001310646],"domain_scores_gemma":[0.9905929,0.007590362,0.000451908,0.0002665332,0.0002704817,0.0008277308],"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":[0.01042911,0.06441424,0.1066586,0.001545221,0.0004033503,0.0004914883,0.03006443,0.00311068,0.02394711,0.002952245,0.001205698,0.7547778],"study_design_scores_gemma":[0.001834907,0.06839998,0.8479439,0.0006234613,0.0009964133,0.0005401686,0.01640522,0.0153538,0.0328384,0.006236977,0.008619552,0.0002072821],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973971,0.0000996219,0.0005448399,0.00004537595,0.00001170924,0.0001520801,0.00001805731,0.00003015892,0.001701214],"genre_scores_gemma":[0.9953197,0.0002022804,0.003448813,0.0000200871,0.000008509502,0.000215693,0.00001981046,0.000006870298,0.00075817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003294943,"threshold_uncertainty_score":0.01102269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02341250165670205,"score_gpt":0.4283374463680942,"score_spread":0.4049249447113921,"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."}}