{"id":"W2612097007","doi":"10.1007/978-3-319-58753-0_89","title":"The Rise and Proliferation of Live-Streaming in China: Insights and Lessons","year":2017,"lang":"en","type":"book-chapter","venue":"Communications in computer and information science","topic":"Digital Games and Media","field":"Social Sciences","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"China; Live streaming; Liberian dollar; The Internet; Phenomenon; Us dollar; Social media; Business; Advertising; Geography; Computer science; World Wide Web; Multimedia; Physics","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":[0.0006728849,0.0002307398,0.0002307708,0.001659132,0.00153277,0.003303708,0.0006771371,0.0007288352,0.009140438],"category_scores_gemma":[0.001042187,0.0001329789,0.0001814696,0.004903709,0.00153307,0.002682738,0.001231435,0.001082282,0.0004378803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003774187,"about_ca_system_score_gemma":0.003767276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08530727,"about_ca_topic_score_gemma":0.1200194,"domain_scores_codex":[0.9995949,0.00003813419,0.00001771966,0.00005756416,0.0001181326,0.0001735486],"domain_scores_gemma":[0.9992649,0.0001669429,0.0001706658,0.00003462825,0.0001531605,0.000209617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000239754,0.0001646016,0.2412289,0.001140032,0.00008840381,0.003885758,0.05004712,0.001602684,0.005070304,0.3502815,0.04382442,0.3024265],"study_design_scores_gemma":[0.00002595506,0.0001979537,0.6088977,0.0005693173,0.00005985817,0.0006491666,0.03980362,0.005357231,0.002360586,0.02314735,0.3188432,0.00008809253],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8352342,0.01065884,0.001317358,0.01700502,0.0003336071,0.00005492832,0.0009552574,0.0001047187,0.134336],"genre_scores_gemma":[0.9728123,0.005311675,0.0003984338,0.0006708128,0.0002370217,0.00001461835,0.0002547306,0.00002119416,0.02027922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08530727,"threshold_uncertainty_score":0.1696215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04126502768756149,"score_gpt":0.3271478764833546,"score_spread":0.2858828487957932,"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."}}