{"id":"W2981531092","doi":"10.1145/3341215.3358247","title":"Oui, Chef!!: Supervised Learning for Novel Gameplay with Believable AI","year":2019,"lang":"en","type":"article","venue":"","topic":"Artificial Intelligence in Games","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Game design; Game mechanics; Human–computer interaction; Artificial intelligence; Game Developer; Train; Multimedia; Video game development; Educational game","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":[],"consensus_categories":[],"category_scores_codex":[0.0003074602,0.0001580362,0.0001889728,0.00007675291,0.0001201229,0.0002283345,0.0007930967,0.00006614272,0.0002682686],"category_scores_gemma":[0.0000620328,0.0001210665,0.00006224469,0.0002888337,0.00003989663,0.0006806661,0.0001666799,0.0001747693,0.0006982257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000333751,"about_ca_system_score_gemma":0.00009721298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008189555,"about_ca_topic_score_gemma":0.00005632339,"domain_scores_codex":[0.9986044,0.00001754957,0.0002086509,0.0004793332,0.00026725,0.0004228288],"domain_scores_gemma":[0.9989233,0.0002237644,0.00005955916,0.0005123893,0.0001945585,0.00008639914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002689619,0.0006685556,0.05692197,0.0001970283,0.0001924413,0.00001105231,0.01034853,0.1070988,0.1283773,0.5534204,0.006552093,0.135943],"study_design_scores_gemma":[0.0003858575,0.0006400922,0.0003648443,0.00003968454,0.000007093061,0.00001216586,0.0004430525,0.8526787,0.0985771,0.001508227,0.04492339,0.0004198559],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06735741,0.00002133403,0.9195223,0.001344988,0.0002395401,0.0004258372,6.317371e-7,0.0002825423,0.01080542],"genre_scores_gemma":[0.8562137,0.000002650931,0.1227678,0.001149641,0.00006292682,0.0000394236,0.000002454786,0.00002203539,0.01973945],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7967545,"threshold_uncertainty_score":0.8974512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02559385802772122,"score_gpt":0.270997567195973,"score_spread":0.2454037091682518,"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."}}