{"id":"W4399723226","doi":"10.32920/26052598.v1","title":"The Influence of Fandoms on Video Game and Animated Series Content","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Asian Culture and Media Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Video game; Series (stratigraphy); Content (measure theory); Computer science; Computer graphics (images); Multimedia; Mathematics; Geology","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":[0.004900471,0.0004349007,0.0002836775,0.001980568,0.003800181,0.007747636,0.0005794579,0.0007746827,0.006056529],"category_scores_gemma":[0.02103917,0.0002390057,0.0002685993,0.0008198008,0.005621537,0.002397171,0.002718273,0.001214304,0.0006024365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001583074,"about_ca_system_score_gemma":0.0007145968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005305137,"about_ca_topic_score_gemma":0.006470046,"domain_scores_codex":[0.9928951,0.004897658,0.0001311887,0.0004731946,0.001008045,0.0005949018],"domain_scores_gemma":[0.9774687,0.01577854,0.001702747,0.0007695394,0.001862676,0.00241789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0008143671,0.0004082743,0.1999694,0.0003625488,0.00009096678,0.002043837,0.681187,0.0002189553,0.00722403,0.01704307,0.005112414,0.08552501],"study_design_scores_gemma":[0.00005142744,0.0003917387,0.2461438,0.0004781932,0.000077503,0.001697636,0.6713803,0.0009961006,0.002544333,0.003825681,0.0723121,0.0001010839],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9133046,0.0004493925,0.0007255732,0.0007248757,0.00008828983,0.00003141401,0.00003336009,0.00002918501,0.08461329],"genre_scores_gemma":[0.9972222,0.0001233132,0.0001118576,0.00008208864,0.00003108616,0.000007780647,0.00001110624,0.00002326557,0.002387384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007747636,"threshold_uncertainty_score":0.02591646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0355224237536178,"score_gpt":0.3130141209945584,"score_spread":0.2774916972409406,"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."}}