{"id":"W3200263860","doi":"10.5210/spir.v2021i0.12161","title":"RIP IT UP AND START AGAIN: REMIX AND CO-OPTION IN THE MEDIA INDUSTRY","year":2021,"lang":"en","type":"article","venue":"AoIR Selected Papers of Internet Research","topic":"Copyright and Intellectual Property","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Mainstream; Commodification; Newspaper; Advertising; Churning; Media studies; Multimedia; Political science; Sociology; Business; Computer science; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00112981,0.0001232875,0.00017254,0.0002725525,0.00009182896,0.0002838642,0.0002577043,0.0001746315,0.001951855],"category_scores_gemma":[0.001822424,0.00008295089,0.00002474902,0.001027703,0.000234525,0.0003492568,0.0002137406,0.0009504475,0.00004129936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003057384,"about_ca_system_score_gemma":0.00007080645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001398656,"about_ca_topic_score_gemma":0.00200664,"domain_scores_codex":[0.9984937,0.0001298554,0.000246172,0.0003134172,0.0004791326,0.0003377702],"domain_scores_gemma":[0.9987268,0.0004502095,0.00004998364,0.0001968163,0.0005563228,0.00001988829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007524701,0.0002923291,0.04329164,0.000547033,0.0001363656,0.0001339328,0.009953031,0.000001353212,0.06834418,0.004183356,0.8366858,0.03567851],"study_design_scores_gemma":[0.003566657,0.0003739051,0.1766906,0.001138984,0.00006269701,0.00008060894,0.02982424,0.021184,0.03292466,0.003651738,0.7295433,0.0009585909],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8892171,0.0004596731,0.000001907997,0.003103164,0.00006247703,0.0001855616,0.000001435826,0.00001736379,0.1069513],"genre_scores_gemma":[0.9958339,0.0002272457,0.00001216284,0.0007872095,0.0002069521,0.00001354111,0.00004109868,0.00001364062,0.002864219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1333989,"threshold_uncertainty_score":0.9989605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0776638590364353,"score_gpt":0.3140797869351706,"score_spread":0.2364159278987353,"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."}}