{"id":"W3210703803","doi":"10.32920/ryerson.14662530.v1","title":"Cosplay Culture: The Development of Interactive and Living Art through Play","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Digital Games and Media","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Ethnography; Fandom; Negotiation; Identity (music); Participant observation; Sociology; Visual arts; Period (music); Anthropology; Aesthetics; Media studies; Art; Social science","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":[0.0003306977,0.000106841,0.00018315,0.0000104607,0.00008195331,0.0001967531,0.0002024339,0.0001142498,0.000244814],"category_scores_gemma":[0.0003131202,0.00006634904,0.00005538132,0.00006072799,0.0001903219,0.0001432548,0.0005851095,0.0002269503,0.000008115617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005455397,"about_ca_system_score_gemma":0.0004644821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001251078,"about_ca_topic_score_gemma":0.004465804,"domain_scores_codex":[0.999118,0.0000648032,0.000192883,0.0002087951,0.0002688473,0.000146655],"domain_scores_gemma":[0.9993588,0.0002408413,0.0001221753,0.0001199505,0.0001087456,0.00004948901],"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":[0.000003666155,0.00006474525,0.000441689,0.0000466425,0.0001336363,0.000002215736,0.9271649,0.000003312965,0.00002877687,0.005731755,0.004120171,0.06225852],"study_design_scores_gemma":[0.0000433473,0.000008797291,0.002571618,0.0005347089,0.00001947649,7.066262e-7,0.1462188,0.000003407929,0.0005437164,0.0003783597,0.8495111,0.000165933],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05396155,0.0004131233,0.0008518253,0.0004061085,0.0006829755,0.000240597,0.000003834492,0.0000216737,0.9434183],"genre_scores_gemma":[0.8902274,0.0005931087,0.006833225,0.0002745748,0.0001322284,0.00002970595,0.00001457268,0.000008400134,0.1018868],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.845391,"threshold_uncertainty_score":0.2705635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02844413993042999,"score_gpt":0.3203283174527706,"score_spread":0.2918841775223406,"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."}}