{"id":"W4412394309","doi":"10.1177/13548565251360506","title":"‘As you write your Odyssey…’: An empirical study of Classics students’ play interests and ergodic characterization in historical video games","year":2025,"lang":"en","type":"article","venue":"Convergence The International Journal of Research into New Media Technologies","topic":"Digital Games and Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Vlaamse regering; Fonds Wetenschappelijk Onderzoek","keywords":"Ergodic theory; Characterization (materials science); Computer science; Multimedia; Mathematics; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004020234,0.0004537422,0.0005638129,0.001590715,0.003824735,0.005671408,0.001269375,0.00095623,0.002433752],"category_scores_gemma":[0.0121592,0.00056694,0.0002006323,0.001181509,0.005540246,0.003178364,0.00279512,0.001681617,0.0004018933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00333012,"about_ca_system_score_gemma":0.001830263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03198243,"about_ca_topic_score_gemma":0.06612749,"domain_scores_codex":[0.9964971,0.001658011,0.0001730223,0.0005100434,0.0005709468,0.000590842],"domain_scores_gemma":[0.994726,0.00220246,0.0009900954,0.0002346396,0.0007914428,0.001055375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009043815,0.0004699538,0.06461814,0.0001012413,0.00001730428,0.0006543007,0.92087,0.00007507811,0.001380089,0.00168756,0.0005661122,0.009469877],"study_design_scores_gemma":[0.00001055752,0.0001785945,0.06886244,0.00009777106,0.00001341247,0.0003557648,0.9175935,0.0004191844,0.0006911518,0.0004090632,0.0113191,0.00004936383],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998215,0.00003929076,0.0001850671,0.00007480855,0.00000356073,0.00001629427,0.00001357241,0.00000239918,0.001450096],"genre_scores_gemma":[0.9983758,0.00007549932,0.0002208345,0.00006368481,0.000002872875,0.00001980264,0.00002496282,0.000007517826,0.001209125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03198243,"threshold_uncertainty_score":0.06359255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1021981753776123,"score_gpt":0.4631333158378719,"score_spread":0.3609351404602596,"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."}}