{"id":"W4320492705","doi":"10.5539/jel.v12n2p39","title":"Classification of Video Games Bachelor’s Curricula","year":2023,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Educational Games and Gamification","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Social Fund","keywords":"Curriculum; Bachelor; Video game; Multimedia; Computer science; Curriculum development; Mathematics education; Sociology; Pedagogy; Psychology; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001984658,0.0004303866,0.0002811849,0.008926608,0.0004683667,0.001710595,0.0006644042,0.0003289121,0.003506645],"category_scores_gemma":[0.01008421,0.0001921912,0.0004656838,0.004865965,0.0004263107,0.000858653,0.001536893,0.0004599261,0.001193376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001386117,"about_ca_system_score_gemma":0.002128212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005707566,"about_ca_topic_score_gemma":0.006128291,"domain_scores_codex":[0.998585,0.0002261513,0.0001352203,0.0001817049,0.0005320833,0.0003398238],"domain_scores_gemma":[0.9929186,0.001449242,0.001127432,0.0003414702,0.00297012,0.001193107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002674965,0.0004178059,0.7366251,0.0003246421,0.00004807557,0.0001474381,0.003245837,0.00270382,0.005276978,0.007781754,0.007016143,0.236145],"study_design_scores_gemma":[0.00001599609,0.0001676258,0.9680995,0.0001560857,0.00001716913,0.0001148949,0.002906796,0.007647421,0.001977345,0.001334472,0.01754306,0.0000197805],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9741235,0.0004307702,0.004374251,0.0001843415,0.00003679405,0.0002381317,0.001818813,0.0001250576,0.01866834],"genre_scores_gemma":[0.9786627,0.0005521528,0.008387458,0.00007772654,0.00002973325,0.0002834875,0.004841181,0.00006023249,0.007105418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008926608,"threshold_uncertainty_score":0.01173085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03856916021381089,"score_gpt":0.3752467881387535,"score_spread":0.3366776279249426,"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."}}