{"id":"W3210028154","doi":"10.1787/9289cbfd-en","title":"Game-based assessment for education","year":2021,"lang":"en","type":"book-chapter","venue":"Digital education outlook","topic":"Educational Games and Gamification","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lab_Bell (Canada)","funders":"","keywords":"Perspective (graphical); Computer science; Test (biology); Quality assessment; Quality (philosophy); Management science; Engineering management; Engineering; Artificial intelligence; Engineering education","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001463133,0.0004492983,0.0003815463,0.0003272668,0.00009580601,0.0003674188,0.0003025002,0.0004373387,0.003963765],"category_scores_gemma":[0.00007527857,0.0005140361,0.0003717639,0.00007445501,0.00009621029,0.0002184579,0.00002593292,0.0003058007,0.0009012144],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000518617,"about_ca_system_score_gemma":0.007880013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000145988,"about_ca_topic_score_gemma":0.000004275103,"domain_scores_codex":[0.9978093,0.00002235784,0.0006563707,0.0008737587,0.0003427566,0.00029548],"domain_scores_gemma":[0.9969283,0.0002462173,0.0005819038,0.0009431928,0.001085855,0.0002145409],"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":[0.00001678632,0.0009720131,0.0001556681,0.0001247765,0.00009456351,2.433448e-7,0.0003154776,0.000002657159,0.000003951649,0.654246,0.1021047,0.2419631],"study_design_scores_gemma":[0.0002611943,0.00008578134,0.001918295,0.0002929704,0.0001093204,0.000009182858,0.0009635884,0.000008339678,0.000008492139,0.03097342,0.9648519,0.0005175098],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001776788,0.002448068,0.002652072,0.003190621,0.00826701,0.001378535,0.0003977086,0.0001042506,0.981384],"genre_scores_gemma":[0.01752811,0.00002567173,0.001837028,0.002649281,0.001985388,0.001394721,0.02122928,0.0001488695,0.9532017],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8627471,"threshold_uncertainty_score":0.9998767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03002008086216339,"score_gpt":0.3632444980743909,"score_spread":0.3332244172122275,"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."}}