{"id":"W4413213955","doi":"10.3998/mij.7624","title":"Streaming Production Cultures: A Research Roadmap","year":2025,"lang":"en","type":"article","venue":"Media Industries","topic":"Digital Games and Media","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Arts and Humanities Research Council; Universiteit van Amsterdam","keywords":"Secrecy; Production (economics); Empirical research; Knowledge management; Mythology; Data science; Computer science; Business; Sociology; Epistemology; Economics","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":[0.0607494,0.001614179,0.001775977,0.01319772,0.01171021,0.02333614,0.005518472,0.007731769,0.01996196],"category_scores_gemma":[0.06528677,0.00120499,0.001183646,0.0146211,0.02284378,0.06992819,0.01854893,0.01042649,0.002439465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01316245,"about_ca_system_score_gemma":0.04519579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009820689,"about_ca_topic_score_gemma":0.007716968,"domain_scores_codex":[0.9697189,0.02092236,0.002082681,0.00221537,0.003167769,0.001892894],"domain_scores_gemma":[0.7862902,0.1690803,0.004370835,0.007741577,0.02579615,0.00672092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001308364,0.000496513,0.006447845,0.007305794,0.00003686003,0.0007291216,0.08262458,0.001606047,0.0004195999,0.5958712,0.02076668,0.283565],"study_design_scores_gemma":[0.00003058063,0.0002689172,0.004476098,0.01379046,0.00004377132,0.0005736625,0.3944091,0.00257733,0.0003920223,0.3955553,0.187758,0.0001248282],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.07189381,0.1217726,0.09710083,0.5818192,0.004975984,0.003236824,0.002144622,0.0006888374,0.1163673],"genre_scores_gemma":[0.6935397,0.1400786,0.1366746,0.0139833,0.001786194,0.006099727,0.001896094,0.0002565848,0.005685067],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.0607494,"threshold_uncertainty_score":0.3212774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09970635682374676,"score_gpt":0.4107659343707543,"score_spread":0.3110595775470075,"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."}}