{"id":"W3196862741","doi":"10.6000/2292-2598.2021.09.04.9","title":"A Meta-Analysis on the Impact of Gamification over Students’ Motivation","year":2021,"lang":"en","type":"article","venue":"Journal of Intellectual Disability - Diagnosis and Treatment","topic":"Educational Games and Gamification","field":"Psychology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Meta-analysis; Psychology; Empirical research; Mathematics education; Point (geometry); Applied psychology; Epistemology; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000479339,0.0001511665,0.0005380664,0.00009122919,0.0000586911,0.00004504775,0.0001154053,0.00005275807,0.007097363],"category_scores_gemma":[0.0007398984,0.0000763537,0.001265783,0.0004758236,0.0001145273,0.00005823288,0.00001510052,0.00009026887,0.000009203957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002609476,"about_ca_system_score_gemma":0.00005420162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003029825,"about_ca_topic_score_gemma":0.00004493024,"domain_scores_codex":[0.9983751,0.0004120386,0.0005991265,0.0002123862,0.0002983965,0.0001029854],"domain_scores_gemma":[0.9950404,0.003773842,0.0004250451,0.0003697063,0.0003256944,0.0000653383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002015754,0.01221079,0.8240591,0.000005510251,0.1390958,0.000001961389,0.01461855,0.0004688673,0.00006361349,0.002501521,0.001826905,0.004945876],"study_design_scores_gemma":[0.0002785198,0.0009538789,0.9718742,0.000004598698,0.02350868,0.000005077111,0.002087838,0.0000249256,0.0005028218,0.0004757934,0.0002218453,0.00006180124],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952229,0.001724209,0.0001047393,0.002402063,0.00006264581,0.0001984902,0.00004049387,0.000002523136,0.0002419798],"genre_scores_gemma":[0.9989167,0.0005900171,0.00003205784,0.00007243727,0.00004939762,0.00009211303,0.00001959916,0.000006507587,0.000221111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1478151,"threshold_uncertainty_score":0.9938103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1915780707168741,"score_gpt":0.4204246314929578,"score_spread":0.2288465607760838,"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."}}