{"id":"W2997864976","doi":"10.1145/3372040","title":"How live streaming does (and doesn't) change creative practices","year":2019,"lang":"en","type":"article","venue":"interactions","topic":"Digital Games and Media","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada; Adobe Systems","keywords":"Adobe; Citation; World Wide Web; Multimedia; Column (typography); Engineering; Advertising; Computer science; Library science; Telecommunications; Business","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003308001,0.0004164889,0.0002685914,0.0007932777,0.001797163,0.008196332,0.001126342,0.001647262,0.295792],"category_scores_gemma":[0.03391716,0.0002179251,0.0007079472,0.000882225,0.001362629,0.007280839,0.00382456,0.001993517,0.08307569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001005047,"about_ca_system_score_gemma":0.001557805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001976797,"about_ca_topic_score_gemma":0.004079719,"domain_scores_codex":[0.9963791,0.001033092,0.0001736485,0.0002681463,0.001734931,0.0004110312],"domain_scores_gemma":[0.9807156,0.007346158,0.001071631,0.003276334,0.003777438,0.003812834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002187631,0.0003738767,0.001988644,0.000421609,0.00003303242,0.0001084566,0.003158743,0.0001471858,0.0009856004,0.006518,0.5615346,0.4245114],"study_design_scores_gemma":[0.00008687571,0.0002113448,0.005285399,0.000683938,0.00005709714,0.0002160678,0.005514701,0.0003455657,0.001842026,0.01123396,0.9744635,0.00005955684],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03189217,0.003591768,0.01155606,0.06445116,0.01275457,0.0003406013,0.002241731,0.007144863,0.8660271],"genre_scores_gemma":[0.2763665,0.00732855,0.01571196,0.02647391,0.006167601,0.0008754541,0.002776199,0.007780442,0.6565194],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.295792,"threshold_uncertainty_score":0.9895229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04768405961948504,"score_gpt":0.3567412884291766,"score_spread":0.3090572288096916,"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."}}