{"id":"W4412873488","doi":"10.51558/2490-3647.2025.10.1.763","title":"The Impact of Netflix and Video Streaming Services on Changes in Distribution, Production, and Audience of Television Series","year":2025,"lang":"en","type":"article","venue":"Društvene i humanističke studije","topic":"Asian Culture and Media Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Series (stratigraphy); Production (economics); Distribution (mathematics); Video on demand; Computer science; Multimedia; Economics; Mathematics; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0009412115,0.0002042655,0.000100269,0.001015478,0.0008244326,0.002473462,0.000401446,0.0004763978,0.009209265],"category_scores_gemma":[0.007152853,0.00009892494,0.0002399871,0.001638497,0.001056375,0.001822268,0.001126631,0.0006775764,0.0005778091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001872629,"about_ca_system_score_gemma":0.0005924315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01418896,"about_ca_topic_score_gemma":0.01342737,"domain_scores_codex":[0.9991111,0.0003616358,0.00004277945,0.0001073458,0.0002217563,0.0001553052],"domain_scores_gemma":[0.9955463,0.002351819,0.0007991645,0.0002210728,0.0006119544,0.0004696265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00153827,0.0007033697,0.5254319,0.0005082811,0.0001471648,0.002091922,0.08003178,0.003085844,0.01620721,0.03405556,0.00532832,0.3308703],"study_design_scores_gemma":[0.00001600569,0.0004315444,0.8932217,0.0001113516,0.00007671781,0.0006535575,0.06616247,0.001705201,0.004536329,0.00242843,0.03061664,0.0000400822],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9633633,0.0003779432,0.0002805655,0.000544747,0.00002435308,0.00001380216,0.0002431397,0.00001584108,0.03513636],"genre_scores_gemma":[0.9976038,0.0002373835,0.0001398019,0.00004390052,0.00002322037,0.000005133076,0.00007725302,0.00001051532,0.00185902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01418896,"threshold_uncertainty_score":0.03080809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009883478122354983,"score_gpt":0.3141655314957693,"score_spread":0.3042820533734144,"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."}}