{"id":"W3036364918","doi":"10.1145/3391614.3399392","title":"Talk Like Somebody is Watching: Understanding and Supporting Novice Live Streamers","year":2020,"lang":"en","type":"article","venue":"ACM International Conference on Interactive Media Experiences","topic":"Digital Games and Media","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Calgary","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada; Alberta Innovates - Technology Futures","keywords":"Human multitasking; Live streaming; Computer science; Audience participation; Multimedia; Human–computer interaction; Chatbot; World Wide Web; Psychology","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000194056,0.0002006936,0.0002158481,0.00009443438,0.000169712,0.000429249,0.0007414737,0.00007235166,0.00332183],"category_scores_gemma":[0.002510438,0.0001812461,0.00007285475,0.0001433959,0.0005767095,0.001067986,0.0002267746,0.0002725919,0.00007413772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001731561,"about_ca_system_score_gemma":0.0002038561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003992525,"about_ca_topic_score_gemma":0.0003435567,"domain_scores_codex":[0.9980083,0.00007533311,0.0002936144,0.0004956392,0.000778931,0.0003481871],"domain_scores_gemma":[0.9983677,0.0006956296,0.0002446877,0.0001228498,0.0002037335,0.0003654562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001220186,0.00005627799,0.001304592,0.000005542855,0.00006751679,0.00004247971,0.9283245,6.084961e-7,0.0004192608,0.04462785,0.0006192939,0.02441011],"study_design_scores_gemma":[0.0002481496,0.0001681602,0.0001283254,0.00009518057,0.000008330314,0.000002933634,0.9612061,0.0004236095,0.0007951687,0.003654373,0.03302635,0.0002432823],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7392024,0.00003016957,0.0002212406,0.02699126,0.001936357,0.0002128354,0.00003660824,0.00008611909,0.231283],"genre_scores_gemma":[0.9950162,0.0001864119,0.0001787653,0.003277423,0.0004594841,0.00004870239,0.00001862689,0.00001235339,0.0008020637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2558138,"threshold_uncertainty_score":0.9975893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1193199321640047,"score_gpt":0.380208199088611,"score_spread":0.2608882669246063,"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."}}