{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00079554,0.0006163962,0.0002881028,0.000221673,0.0004526124,0.0007533797,0.001260445,0.0006713379,0.007632647],"category_scores_gemma":[0.002839015,0.0003344287,0.0004610324,0.0001140183,0.001090815,0.001288511,0.00168326,0.001582619,0.001145596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005045441,"about_ca_system_score_gemma":0.000466654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001735613,"about_ca_topic_score_gemma":0.003816495,"domain_scores_codex":[0.9996694,0.0001247796,0.00001280255,0.00006964381,0.00009205012,0.00003139533],"domain_scores_gemma":[0.9993012,0.0004730997,0.00003834219,0.00007751786,0.00005613338,0.00005367227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00107503,0.0007496906,0.002835901,0.0005671334,0.0001468938,0.0003853832,0.001608439,0.2066695,0.04405994,0.1899865,0.02840815,0.5235075],"study_design_scores_gemma":[0.00005026886,0.0001381498,0.0003610071,0.00002702682,0.00001103965,0.00007007892,0.0000550798,0.9373842,0.007666336,0.03736706,0.01684896,0.00002065835],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02024114,0.0001440711,0.9622372,0.0004197547,0.00007701076,0.0001962297,0.00009815917,0.004707248,0.01187916],"genre_scores_gemma":[0.3882546,0.000171275,0.5959622,0.0003455514,0.00003349938,0.0007281633,0.0002695072,0.0006479385,0.0135872],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007632647,"threshold_uncertainty_score":0.02553374,"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."}}