{"id":"W4301456664","doi":"10.1145/3173574.3174040","title":"You Watch, You Give, and You Engage","year":2018,"lang":"en","type":"article","venue":"","topic":"Digital Games and Media","field":"Social Sciences","cited_by":288,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Popularity; Live streaming; Internet privacy; Broadcasting (networking); Computer science; China; Phenomenon; Advertising; Multimedia; World Wide Web; Psychology; Business; Social psychology; Political science; Computer security","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":[0.001036147,0.0003225269,0.0001842292,0.0005522288,0.00195273,0.00179535,0.0003212426,0.0005657187,0.01785257],"category_scores_gemma":[0.003329332,0.0001527091,0.0002410353,0.0003971563,0.001159862,0.002246523,0.001965345,0.0008562473,0.002978404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004289005,"about_ca_system_score_gemma":0.0004571374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002561969,"about_ca_topic_score_gemma":0.004216115,"domain_scores_codex":[0.9995659,0.0001622997,0.0000196923,0.00003662557,0.000115468,0.0001000027],"domain_scores_gemma":[0.9977531,0.0004072693,0.0002764802,0.0002336671,0.0003435038,0.0009859091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005561322,0.0005283901,0.1437095,0.0006500768,0.0001443969,0.00160933,0.1992839,0.0002595287,0.02490765,0.0247338,0.05590193,0.5477155],"study_design_scores_gemma":[0.00009132379,0.0009145815,0.1765222,0.0003419711,0.0001359046,0.001768453,0.1438311,0.001429913,0.005316598,0.01128624,0.6582257,0.0001360006],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7798393,0.001172655,0.0116984,0.009888816,0.0007992749,0.0003517215,0.0005356442,0.0006815859,0.1950324],"genre_scores_gemma":[0.9201577,0.0008559297,0.004025789,0.001516915,0.0003405851,0.000189744,0.0002315346,0.0001094378,0.0725724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01785257,"threshold_uncertainty_score":0.05972284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02299221029237284,"score_gpt":0.2919925679409184,"score_spread":0.2690003576485455,"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."}}