{"id":"W4400526415","doi":"10.1109/gem61861.2024.10585534","title":"Automated Difficulty Assessment Model for Comprehensive Difficulty in Games","year":2024,"lang":"en","type":"article","venue":"","topic":"Advanced Decision-Making Techniques","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Computer science; Software engineering; Human–computer interaction","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":[0.001753154,0.001522959,0.0008245168,0.002903657,0.0004233053,0.002080048,0.001626305,0.001155341,0.003667435],"category_scores_gemma":[0.01010354,0.000502274,0.001516804,0.001027585,0.001007546,0.002598418,0.001199292,0.001696069,0.0008610487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002221714,"about_ca_system_score_gemma":0.001368601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008801753,"about_ca_topic_score_gemma":0.01035611,"domain_scores_codex":[0.9979314,0.0004665428,0.0001678776,0.0007117661,0.0005177705,0.0002047208],"domain_scores_gemma":[0.9943165,0.003194241,0.0008716697,0.0004015921,0.0009963714,0.0002196339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002974701,0.0003986005,0.01603534,0.0002112541,0.0001448723,0.0002341788,0.0004759315,0.8324064,0.005214826,0.03122436,0.002776397,0.1105803],"study_design_scores_gemma":[0.000007859935,0.0000403655,0.001483557,0.00001035396,0.00001614792,0.00002664424,0.0000158117,0.9883823,0.0004420415,0.009102755,0.0004606516,0.00001141587],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0435448,0.0001004036,0.9505013,0.0001723915,0.00002779459,0.000299503,0.0007013981,0.001569583,0.003082871],"genre_scores_gemma":[0.7278461,0.000128695,0.265823,0.00009043982,0.00003869574,0.0009996661,0.001476425,0.0001964169,0.003400531],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008801753,"threshold_uncertainty_score":0.01750106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05091939606429114,"score_gpt":0.3903655946977692,"score_spread":0.3394461986334781,"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."}}