{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008290205,0.0002385258,0.0004051078,0.0001880806,0.0001406066,0.0001079287,0.0005846737,0.0002502116,0.00006569588],"category_scores_gemma":[0.0007255052,0.0002602067,0.00008589273,0.0004189236,0.0004518297,0.0005295178,0.0008298843,0.0005678393,0.00001322197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001439118,"about_ca_system_score_gemma":0.0002647949,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0173213,"about_ca_topic_score_gemma":0.01601764,"domain_scores_codex":[0.998072,0.0003996933,0.0002293192,0.0007663592,0.0001786663,0.0003539489],"domain_scores_gemma":[0.9983572,0.0002218387,0.0006793282,0.0004061213,0.000145254,0.0001903101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003232367,0.002550559,0.6220242,0.0002696719,0.0003731762,0.0007082472,0.3508267,0.001308219,0.00001584864,0.006500986,0.0001849915,0.01491417],"study_design_scores_gemma":[0.003937033,0.001458345,0.2486785,0.000791466,0.000744438,0.000002662006,0.7053012,0.001840988,0.00003914547,0.009026509,0.02660213,0.001577532],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9303098,0.00007340118,0.00002003454,0.00007982027,0.0003483835,0.0006469909,0.00002305655,0.00004587069,0.06845262],"genre_scores_gemma":[0.9860207,0.0007437261,0.000037125,0.000009965579,0.000139391,0.000001466398,0.000007230477,0.00001535126,0.013025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3733457,"threshold_uncertainty_score":0.999985,"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."}}