{"id":"W4389640215","doi":"10.3138/cjc-2022-0081","title":"Supply Diversity in Subscription Video-on-Demand Platforms in Mexico and Canada","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Communication","topic":"Digital Platforms and Economics","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Studio; Normative; Cultural diversity; Hollywood; Content analysis; Supply and demand; Geography; Advertising; Business; Regional science; Political science; Telecommunications; Sociology; History; Computer science; Economics; Social science; Law; Art history","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0009152644,0.0002143277,0.0003300221,0.006487335,0.004899599,0.003917385,0.0007935336,0.0003388011,0.005331788],"category_scores_gemma":[0.004121874,0.0002254613,0.0002234002,0.01160864,0.001124003,0.001084135,0.002087083,0.0004051802,0.0001662882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03615282,"about_ca_system_score_gemma":0.02978577,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9834964,"about_ca_topic_score_gemma":0.987662,"domain_scores_codex":[0.9990631,0.00005613724,0.00003744542,0.0001365366,0.0003350556,0.0003718804],"domain_scores_gemma":[0.9962795,0.0005249382,0.0008373451,0.0001287807,0.001631242,0.0005982501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000273822,0.00007568457,0.9063763,0.0002010941,0.0000751638,0.0009665026,0.0227719,0.0006543454,0.0008067225,0.006996292,0.004993252,0.05580901],"study_design_scores_gemma":[0.00001241233,0.00003174473,0.92789,0.0001724408,0.00004369811,0.0002153258,0.05001792,0.000885402,0.0004701996,0.000344819,0.0198777,0.00003828331],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846164,0.0004943613,0.0001554803,0.0004509951,0.000006445369,0.00003840128,0.003033495,0.00001321152,0.01119122],"genre_scores_gemma":[0.9945278,0.0005160739,0.0002939915,0.00005983711,0.000005811046,0.00001937817,0.001544606,0.00001061692,0.003021871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03615282,"threshold_uncertainty_score":0.2623083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02475312916689423,"score_gpt":0.1870154865953459,"score_spread":0.1622623574284517,"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."}}