{"id":"W2781965620","doi":"","title":"An Analysis of the Korean Wave as Transnational Popular Culture: North American Youth Engage Through Social Media as TV Becomes Obsolete","year":2018,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Asian Culture and Media Studies","field":"Social Sciences","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Popularity; Korean Wave; Social media; Cultural phenomenon; Popular culture; Consumption (sociology); Sociology; Media studies; Phenomenon; Media consumption; Youth culture; Media use; Advertising; Political science; Gender studies; Social science; Psychology; Social psychology; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001204195,0.0002998513,0.0009867235,0.0003258224,0.001696872,0.0004202398,0.002338165,0.0001117113,0.002218396],"category_scores_gemma":[0.0006672882,0.0002074505,0.0005534749,0.003394186,0.001914661,0.001511251,0.0002097114,0.0004183215,0.000004272417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001235173,"about_ca_system_score_gemma":0.0003182014,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008030833,"about_ca_topic_score_gemma":0.04510941,"domain_scores_codex":[0.995841,0.000942537,0.0007010227,0.000434328,0.001621534,0.0004595646],"domain_scores_gemma":[0.9974043,0.0002228901,0.001067572,0.0003329321,0.0007360226,0.0002362657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001237534,0.0003181364,0.4003106,0.00001355657,0.00245331,0.00001121527,0.5724736,0.00001207276,0.00126315,0.006560224,0.008860577,0.007599855],"study_design_scores_gemma":[0.0003226653,0.0000284915,0.8810073,0.00002885419,0.001721862,9.364439e-7,0.09425598,0.000006305506,0.0015561,0.003993104,0.01667438,0.00040409],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9763167,0.001137218,0.00005705871,0.001911999,0.0006385332,0.0003899614,0.0002563263,0.00003395733,0.01925823],"genre_scores_gemma":[0.9962777,0.001776423,0.0001457978,0.0005770103,0.0008452464,0.00001643785,0.00006762976,0.00002397756,0.000269777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4806967,"threshold_uncertainty_score":0.9996028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2334733008042385,"score_gpt":0.5286752702848553,"score_spread":0.2952019694806167,"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."}}