{"id":"W4367665486","doi":"10.1287/mnsc.2024.05295","title":"COPPAcalypse? The YouTube Settlement’s Impact on Kids’ Content","year":2023,"lang":"en","type":"article","venue":"Management Science","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Settlement (finance); Content (measure theory); Advertising; Computer science; Business; World Wide Web; Mathematics","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.003018923,0.00008033039,0.00007468301,0.0001191114,0.002185202,0.0001848474,0.001240274,0.00001361794,0.0001385933],"category_scores_gemma":[0.0001444803,0.00004728933,0.00005285823,0.00167926,0.0008844438,0.0001516753,0.0004479568,0.00007717136,0.0006558049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001892457,"about_ca_system_score_gemma":0.00004227579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005866748,"about_ca_topic_score_gemma":0.0001971007,"domain_scores_codex":[0.9981077,0.0000998953,0.0001253119,0.0002281557,0.0009792127,0.0004597338],"domain_scores_gemma":[0.9991524,0.0001240866,0.00005626136,0.0005196523,0.00005494508,0.00009267386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001887778,0.00008793517,0.01415188,0.00001104889,0.00005941818,0.000007640916,0.02043749,0.0002264659,0.0001069934,0.7614363,0.1377347,0.06572116],"study_design_scores_gemma":[0.0003522169,0.0001166231,0.3938254,0.00004146882,0.00002952297,1.32933e-7,0.08383834,0.0009921977,0.00005639757,0.00382092,0.5166798,0.0002469899],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2731932,0.00008152704,0.0000878525,0.1054853,0.001368138,0.001262127,0.0000141681,0.0003140536,0.6181936],"genre_scores_gemma":[0.9907872,0.0007421076,0.00003208476,0.001135992,0.00006917926,0.00007004884,0.000003581361,0.000003772826,0.007156043],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7576154,"threshold_uncertainty_score":0.9991138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1103901479357045,"score_gpt":0.3780197652164851,"score_spread":0.2676296172807807,"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."}}