{"id":"W4372060501","doi":"10.1051/shsconf/202316501001","title":"An Investigation on the Streaming Industry: With the Case of Netflix","year":2023,"lang":"en","type":"article","venue":"SHS Web of Conferences","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Stephen's University","funders":"","keywords":"Renting; Broadcasting (networking); Advertising; Live streaming; Business; Television industry; Computer science; Telecommunications; Multimedia; Engineering","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":[0.0003239239,0.0001045792,0.0001187475,0.0001220679,0.0001120891,0.0001571643,0.0002800452,0.00005793868,0.00006923231],"category_scores_gemma":[0.00009969318,0.00005494288,0.00002212981,0.0007182537,0.0002981611,0.0004787071,0.00005610449,0.0001619911,0.00002113049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004506367,"about_ca_system_score_gemma":0.0003337052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002125458,"about_ca_topic_score_gemma":0.001149501,"domain_scores_codex":[0.9993899,0.00001086821,0.0001564292,0.0001419294,0.0001636603,0.0001371372],"domain_scores_gemma":[0.9992484,0.0001328424,0.0002703902,0.0002157369,0.0001263032,0.000006319166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00002672398,0.00002133595,0.05942649,0.00006631778,0.00001999304,0.00002683858,0.00007577959,0.0001203612,0.0007818135,0.9228897,0.001608717,0.0149359],"study_design_scores_gemma":[0.002099431,0.001138257,0.5814025,0.003313165,0.000345122,0.0000604163,0.05958945,0.08969889,0.04045737,0.09813396,0.1219525,0.001808885],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9393899,0.000006448462,0.000007976678,0.001833399,0.00005362856,0.0001470758,0.000007462466,0.00005306373,0.05850109],"genre_scores_gemma":[0.9994929,0.00000192283,0.000006922246,0.0002106375,0.0001005967,0.00001218881,0.00001248844,0.000008876943,0.0001533985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8247558,"threshold_uncertainty_score":0.321307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04928962733515137,"score_gpt":0.2484337493189309,"score_spread":0.1991441219837795,"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."}}