{"id":"W3102788226","doi":"","title":"You Watch, You Give, and You Engage: A Study of Live Streaming Practices in China","year":2018,"lang":"en","type":"article","venue":"arXiv (Cornell University)","topic":"Digital Games and Media","field":"Social Sciences","cited_by":82,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Live streaming; Popularity; China; Internet privacy; Broadcasting (networking); Advertising; Phenomenon; Computer science; Multimedia; Psychology; World Wide Web; Business; Political science; Social psychology","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":[0.0004682058,0.0001033955,0.0001703324,0.00009628655,0.0001412857,0.00004651229,0.0002468944,0.00006664663,0.00005939586],"category_scores_gemma":[0.000455337,0.0001074739,0.00003209955,0.0005095231,0.0003696082,0.0007027033,0.0001309685,0.0001489507,0.00001564865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005573573,"about_ca_system_score_gemma":0.00008165339,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007937863,"about_ca_topic_score_gemma":0.01608934,"domain_scores_codex":[0.9989908,0.0001903361,0.0001195219,0.0003443672,0.0001034934,0.0002515243],"domain_scores_gemma":[0.9992372,0.0001453693,0.0002271368,0.0001768245,0.00008596508,0.0001274864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002024709,0.00132362,0.7083472,0.00002992678,0.00009068128,0.00025507,0.2579573,0.00008275009,0.00007585732,0.01285907,0.00009318936,0.01868288],"study_design_scores_gemma":[0.00296714,0.001638414,0.2879689,0.0001075749,0.0001708641,0.000001851782,0.6741398,0.0008324788,0.00009483299,0.001936806,0.029616,0.0005253662],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9204839,0.00002374145,0.00001360742,0.00007608443,0.000119073,0.0002529852,0.000004195792,0.00002707329,0.0789993],"genre_scores_gemma":[0.9882081,0.0001492563,0.00002100164,0.00001364521,0.00008136035,3.767213e-7,9.689602e-7,0.000006717637,0.01151853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4203783,"threshold_uncertainty_score":0.9986684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07034105170966179,"score_gpt":0.2437105181477609,"score_spread":0.1733694664380991,"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."}}