{"id":"W2904670016","doi":"10.4018/978-1-5225-7461-3.ch001","title":"Requirements-Based Design of Serious Games and Learning Software","year":2018,"lang":"en","type":"book-chapter","venue":"Advances in game-based learning book series","topic":"Cognitive Abilities and Testing","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Onboarding; Certification; Context (archaeology); Computer science; Process (computing); Field (mathematics); Knowledge management; Process management; Engineering management; Engineering; 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":[0.005584491,0.001276644,0.0004631317,0.001011978,0.0009024772,0.003921387,0.003498496,0.001494213,0.005879714],"category_scores_gemma":[0.01116091,0.001161339,0.001059746,0.0004396231,0.001412593,0.002204578,0.002548619,0.00189838,0.001516182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001944164,"about_ca_system_score_gemma":0.002438031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002064932,"about_ca_topic_score_gemma":0.003203019,"domain_scores_codex":[0.9947031,0.002686733,0.0003082241,0.0003413837,0.001693276,0.0002672514],"domain_scores_gemma":[0.9956077,0.00279651,0.0001975569,0.0003422192,0.0008739761,0.0001819563],"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":[0.0001878515,0.0004887416,0.001345282,0.001643867,0.00009313174,0.001292567,0.00881048,0.1511614,0.02851444,0.5405187,0.01373727,0.2522062],"study_design_scores_gemma":[0.0001632991,0.0005032687,0.001268112,0.0009778437,0.00007329002,0.001125075,0.002821955,0.3982712,0.02564176,0.2060047,0.363025,0.000124455],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01170146,0.0002528214,0.954245,0.0005074001,0.00007760723,0.001677157,0.0001347557,0.0009282627,0.03047541],"genre_scores_gemma":[0.07493252,0.0003245101,0.9078224,0.0001515776,0.00001504484,0.002206011,0.0003960386,0.0004697998,0.01368205],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005879714,"threshold_uncertainty_score":0.02953398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02860225117664894,"score_gpt":0.3011960159050729,"score_spread":0.2725937647284239,"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."}}