{"id":"W4378214257","doi":"10.32920/23159867.v1","title":"Creators as Operators: an Examination of the Effects of the COPPA Rule Application on the YouTube Kid’s Content Ecosystem","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Popularity; Status quo; Internet privacy; Harm; Revenue; Infographic; Communication source; Psychology; Advertising; Political science; Business; Computer science; Social psychology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00978074,0.0002331332,0.0002430149,0.002507407,0.003281434,0.006209099,0.001327632,0.001687501,0.005348814],"category_scores_gemma":[0.03121968,0.0002759444,0.0005345927,0.002010547,0.004255577,0.006716319,0.004205885,0.001938967,0.0007624072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003665871,"about_ca_system_score_gemma":0.003250983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02197412,"about_ca_topic_score_gemma":0.0361517,"domain_scores_codex":[0.9916786,0.004250129,0.0003169239,0.0006090328,0.002007419,0.001137871],"domain_scores_gemma":[0.9542986,0.03189255,0.005948497,0.001242541,0.004927563,0.001690261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004656001,0.00114065,0.4449706,0.001022215,0.0001247976,0.004883565,0.3877788,0.0007690682,0.003210696,0.01914516,0.01462787,0.121861],"study_design_scores_gemma":[0.00002577482,0.0004632988,0.3689522,0.0006237439,0.00007973636,0.0004275439,0.5651827,0.001069949,0.0009764534,0.001571303,0.06056979,0.00005736128],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9240729,0.0006544522,0.0006477109,0.003202687,0.00005949239,0.0002071251,0.00021701,0.00003334586,0.07090524],"genre_scores_gemma":[0.991284,0.0007338314,0.0006223745,0.0009069354,0.00003495975,0.00011905,0.0001878242,0.00004238744,0.006068601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02197412,"threshold_uncertainty_score":0.0517261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03576739363194716,"score_gpt":0.2785512608129218,"score_spread":0.2427838671809746,"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."}}