{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003242367,0.00006241295,0.00008194059,0.00001554184,0.0001416524,0.0001180215,0.0001173871,0.00005555097,0.0007775155],"category_scores_gemma":[0.000194488,0.00004862704,0.00002726399,0.0001035892,0.0004470382,0.0002255349,0.00005106528,0.0000589965,0.0002516891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001463262,"about_ca_system_score_gemma":0.00004594902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007430002,"about_ca_topic_score_gemma":0.001709197,"domain_scores_codex":[0.999288,0.00003319717,0.00008052025,0.000157495,0.0001877813,0.0002529738],"domain_scores_gemma":[0.9996077,0.00004260054,0.00002033442,0.00009743966,0.00005207922,0.0001798183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001449652,0.00007760865,0.00815944,0.000008815696,0.00002037096,0.000009346114,0.06488253,3.69275e-8,0.0002398905,0.09682902,0.0485678,0.7811906],"study_design_scores_gemma":[0.0001172574,0.00005299118,0.001623253,0.000004722029,0.000004350394,4.45907e-7,0.007957606,0.000003019625,0.0002387606,0.0009523113,0.9889612,0.00008414775],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1808839,0.00005101237,0.00002791221,0.002430442,0.000389164,0.00008177723,0.00000362192,0.00007032198,0.8160619],"genre_scores_gemma":[0.634137,0.00009376659,0.0002325167,0.0004500929,0.0004802595,0.000002312248,0.000001315483,0.000004832404,0.3645979],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9403933,"threshold_uncertainty_score":0.8513249,"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."}}