{"id":"W2905951494","doi":"10.1177/0163443718818363","title":"The impacts of live streaming and Twitch.tv on the video game industry","year":2018,"lang":"en","type":"article","venue":"Media Culture & Society","topic":"Digital Games and Media","field":"Social Sciences","cited_by":196,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Live streaming; Video game; Influencer marketing; Video game development; Consumption (sociology); Ethnography; Game Developer; Game mechanics; Online and offline; Game design; Social media; Computer science; Advertising; Multimedia; Marketing; Sociology; Business; World Wide Web","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":[0.0006492267,0.0001074152,0.000119806,0.00000403044,0.0003112703,0.0001242154,0.0002573265,0.0002361894,0.00006223498],"category_scores_gemma":[0.001044339,0.00004992995,0.0001081929,0.0001799945,0.001355772,0.0001164456,0.00006119259,0.0003676508,0.00001536186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000452193,"about_ca_system_score_gemma":0.0001253729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002307515,"about_ca_topic_score_gemma":0.001271233,"domain_scores_codex":[0.9989238,0.00007012698,0.0001286146,0.0001487386,0.0004205412,0.000308157],"domain_scores_gemma":[0.9989204,0.0005223609,0.0001072313,0.0001648169,0.0001325364,0.0001526628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001027811,0.00004031399,0.00249575,0.000008397396,0.00006240561,8.461634e-7,0.8475366,1.213412e-7,0.0004756557,0.006674296,0.1030824,0.03961303],"study_design_scores_gemma":[0.0001798177,0.00009655287,0.006787479,0.00008444108,0.00002426932,6.860849e-7,0.3141175,0.000006116843,0.0007122037,0.0009825076,0.6768962,0.0001121775],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9280134,0.0006980507,0.000001598566,0.005367342,0.0004924482,0.000221095,0.00001453023,0.00003158764,0.06515998],"genre_scores_gemma":[0.9926416,0.00100238,0.00003592144,0.001091548,0.001018992,0.000008404331,0.000001966836,0.000007607265,0.004191583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5738139,"threshold_uncertainty_score":0.4995398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01853524179661328,"score_gpt":0.2838047014675744,"score_spread":0.2652694596709612,"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."}}