{"id":"W4410919448","doi":"10.1177/14614448251336427","title":"The virtual census 2.0: A continued investigation on the representations of gender, race, and age in videogames","year":2025,"lang":"en","type":"article","venue":"New Media & Society","topic":"Digital Games and Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ubisoft (Canada); Concordia University","funders":"","keywords":"Race (biology); Census; Gender studies; Psychology; Sociology; Multimedia; Computer science; Demography; Population","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":[0.0006652721,0.00005948451,0.0001056869,0.00001417101,0.0001471241,0.00007468137,0.0001530016,0.00006277973,0.000005808046],"category_scores_gemma":[0.001828997,0.00003736147,0.00006770667,0.0003350565,0.0006856326,0.0000775314,0.00003937471,0.0001322303,0.000001354639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000362459,"about_ca_system_score_gemma":0.0002464439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004031558,"about_ca_topic_score_gemma":0.004601432,"domain_scores_codex":[0.9991655,0.0001235652,0.0001655693,0.0001273904,0.0002595525,0.0001584671],"domain_scores_gemma":[0.9976647,0.002020223,0.0000706209,0.0001335323,0.00004204142,0.00006885034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002151381,0.00003682146,0.009735283,0.000008337363,0.00005292268,0.000001566198,0.4077328,0.000006481063,0.0005427246,0.2714817,0.1748887,0.1354911],"study_design_scores_gemma":[0.0009308343,0.00002915751,0.1258448,0.00008593325,0.00003046682,1.258589e-7,0.2367986,0.00005502572,0.0005417083,0.02638734,0.6091786,0.0001174201],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9007828,0.0007335761,0.0000131003,0.02647647,0.0005522476,0.0004393461,0.00001073032,0.00002967485,0.07096202],"genre_scores_gemma":[0.9832284,0.001731325,0.0001102681,0.00127821,0.0001382349,0.0000233572,0.000007565874,0.000004714605,0.01347794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4342899,"threshold_uncertainty_score":0.2567707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04695961941570057,"score_gpt":0.3131111370639016,"score_spread":0.2661515176482011,"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."}}