{"id":"W1503585852","doi":"10.11575/prism/30354","title":"Teaching Teachers about Serious Games","year":2007,"lang":"en","type":"article","venue":"Open MIND","topic":"Educational Games and Gamification","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Mathematics education; Class (philosophy); Institution; Key (lock); Psychology; Pedagogy; Multimedia; Computer science; Sociology; Artificial intelligence; Computer security; Social science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009015881,0.00007744759,0.00008576501,0.00004815358,0.00008229915,0.00007900188,0.000312299,0.00006971521,0.006685269],"category_scores_gemma":[0.00003211344,0.00007427539,0.00002904326,0.00006380732,0.00003264505,0.0001013947,0.0000396908,0.0001725408,0.002502235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003829929,"about_ca_system_score_gemma":0.00003084495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005096853,"about_ca_topic_score_gemma":0.0001367804,"domain_scores_codex":[0.9992352,0.00005228552,0.0001818245,0.0002455628,0.00008438969,0.0002008094],"domain_scores_gemma":[0.9994773,0.00007498506,0.00007956532,0.0002741521,0.0000228516,0.00007117701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001994761,0.0001356615,0.005000741,7.410923e-7,0.00002350761,0.000004273505,0.02527047,8.466905e-7,0.0005702047,0.002041383,0.005348023,0.9615842],"study_design_scores_gemma":[0.0001991957,0.00002559823,0.2080381,0.000007928479,0.000008872267,0.00001324079,0.0071131,0.000001762947,0.0001697023,0.0001096407,0.7842204,0.00009245695],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6048536,0.0001489145,0.0002484894,0.0009299769,0.0004629429,0.0001616677,0.000002785579,0.000002161025,0.3931895],"genre_scores_gemma":[0.852141,0.000001611633,0.005905277,0.000265058,0.0002465172,0.00001330563,0.00002605238,0.0000123401,0.1413888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9614918,"threshold_uncertainty_score":0.9982744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0434469882189699,"score_gpt":0.4003749492990795,"score_spread":0.3569279610801096,"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."}}