{"id":"W2613908181","doi":"10.33178/alpha.6.11","title":"World Cinema on Demand: Film Distribution and Education in the Streaming Media Era (2013)","year":2013,"lang":"en","type":"article","venue":"Alphaville Journal of Film and Screen Media","topic":"Cinema and Media Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Arts and Humanities Research Council; Queen's University; Queen's University Belfast","keywords":"Movie theater; Queen (butterfly); Media studies; The arts; Video on demand; Consumption (sociology); Distribution (mathematics); Sociology; Advertising; Visual arts; Art; Multimedia; Business; Social science; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006534273,0.0001339088,0.0003522403,0.0002487685,0.00009056018,0.00006313252,0.0001259178,0.00005546309,0.0001704008],"category_scores_gemma":[0.0004294425,0.00009700902,0.00005487333,0.0001819759,0.00007238811,0.000257483,0.00002785842,0.0002615216,0.00001989871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000281604,"about_ca_system_score_gemma":0.00003408996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004231983,"about_ca_topic_score_gemma":0.0009261285,"domain_scores_codex":[0.9989742,0.00003079337,0.0005560619,0.0001567788,0.00008654573,0.0001955932],"domain_scores_gemma":[0.9989019,0.0004485733,0.000339292,0.0001241961,0.00006640964,0.0001195985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001124243,0.0005229343,0.4439127,0.00007329149,0.0001348208,0.00003194253,0.01014625,0.00002663554,0.00004309087,0.03019625,0.3044514,0.2103482],"study_design_scores_gemma":[0.001013124,0.0001373776,0.9709765,0.0001236572,0.00002181786,0.00004070636,0.003819866,0.0002061222,0.00001869613,0.005896569,0.01759018,0.0001553397],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774445,0.01294363,0.00007229082,0.005436346,0.000541124,0.0001771361,0.0000700169,0.000003516162,0.00331141],"genre_scores_gemma":[0.9934323,0.005233118,0.0002022645,0.0004226725,0.0004410743,0.00001192244,0.00003321438,0.000008135141,0.0002153411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5270639,"threshold_uncertainty_score":0.3955913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.017191490973834,"score_gpt":0.2261887418383629,"score_spread":0.2089972508645289,"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."}}