{"id":"W2793088869","doi":"10.48550/arxiv.1803.06032","title":"You Watch, You Give, and You Engage: A Study of Live Streaming Practices in China","year":2018,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Digital Games and Media","field":"Social Sciences","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Live streaming; Popularity; China; Advertising; Internet privacy; Phenomenon; Broadcasting (networking); Psychology; Multimedia; Computer science; Business; Social psychology; Political 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001950726,0.0005281435,0.000607255,0.001830189,0.005314889,0.001620793,0.000896545,0.0006781556,0.002280463],"category_scores_gemma":[0.003048639,0.0004626234,0.0003081829,0.00353045,0.002297258,0.001484408,0.001539191,0.0007918589,0.0001903233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003935413,"about_ca_system_score_gemma":0.003154766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1516952,"about_ca_topic_score_gemma":0.2291784,"domain_scores_codex":[0.9990829,0.0003204571,0.00005958489,0.0001312328,0.0001727866,0.0002329579],"domain_scores_gemma":[0.9974535,0.0009062457,0.0004087443,0.0001610944,0.0003617348,0.0007085821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00009494038,0.0003252625,0.2072943,0.0001155111,0.00003720093,0.0009489059,0.77105,0.0001153691,0.00417025,0.0006860862,0.0003639166,0.01479833],"study_design_scores_gemma":[0.00001540251,0.000408363,0.4799177,0.00006697261,0.0000427741,0.0002238584,0.5137164,0.0009645335,0.001004465,0.000227914,0.003353519,0.00005802573],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993365,0.00002351488,0.00005234258,0.00004253101,0.000001145825,0.00001466243,0.00001421173,0.000001505115,0.0005134375],"genre_scores_gemma":[0.9990338,0.00006923576,0.0001037435,0.0000365305,0.000002735412,0.00002168749,0.00003447652,0.00000334385,0.0006944922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1516952,"threshold_uncertainty_score":0.3016244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08573514363855067,"score_gpt":0.2529935369548235,"score_spread":0.1672583933162728,"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."}}