{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001570958,0.0002316906,0.0001337369,0.001289062,0.001954319,0.0041487,0.0005256921,0.0005920821,0.007232804],"category_scores_gemma":[0.009648239,0.0001663012,0.0001849201,0.001012977,0.00311109,0.003240454,0.003797224,0.001238329,0.0003770868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001410528,"about_ca_system_score_gemma":0.0008347582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006007481,"about_ca_topic_score_gemma":0.01106013,"domain_scores_codex":[0.9985651,0.0006657039,0.00004663961,0.0001395254,0.0003416098,0.0002413258],"domain_scores_gemma":[0.9933574,0.004199105,0.000778046,0.00023402,0.0004855049,0.0009459567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0009139297,0.0008403875,0.1950454,0.0006968161,0.00007823254,0.003902465,0.2349163,0.001213078,0.01243337,0.1536093,0.007931402,0.3884192],"study_design_scores_gemma":[0.00005382243,0.0009970787,0.4622083,0.0006923355,0.00009122584,0.001943024,0.3834884,0.00325374,0.005194986,0.02260911,0.119373,0.00009490774],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8954453,0.0005754977,0.00126204,0.001231217,0.00005810569,0.00003231741,0.00006296411,0.00002053616,0.1013119],"genre_scores_gemma":[0.995868,0.0005119519,0.0003829814,0.000136643,0.00006599431,0.00001848756,0.00003218549,0.00002344359,0.002960362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007232804,"threshold_uncertainty_score":0.02419615,"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."}}