{"id":"W4386788180","doi":"10.58837/chula.the.2022.43","title":"A Comparative Study of Consumer Protection Regulation in the Case of Online Influencers' Hidden Advertisement: Towards the Development of a Universal Regulatory Framework","year":2022,"lang":"en","type":"dissertation","venue":"","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Influencer marketing; Popularity; Advertising; Social media; Exploit; Business; Online advertising; China; Internet privacy; Marketing; Political science; The Internet; Computer science; World Wide Web; Computer security; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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":[0.007769349,0.0001786257,0.0005061388,0.002243368,0.006208316,0.007623641,0.001697039,0.004260577,0.007627867],"category_scores_gemma":[0.01775449,0.0003321296,0.0007186729,0.002059442,0.01243202,0.007240712,0.003813923,0.00386554,0.0004338767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007376634,"about_ca_system_score_gemma":0.004695229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02712841,"about_ca_topic_score_gemma":0.02583452,"domain_scores_codex":[0.9908893,0.005116662,0.0002606167,0.0008889942,0.001365191,0.00147933],"domain_scores_gemma":[0.9703937,0.02116049,0.004315653,0.001505581,0.001823401,0.0008012361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000131853,0.0003617111,0.03092757,0.0001827204,0.00002939752,0.004098452,0.1276802,0.0004473165,0.0008117029,0.8157201,0.001951113,0.01765786],"study_design_scores_gemma":[0.0001398469,0.000763161,0.2124614,0.001270663,0.0003034658,0.004846403,0.4897307,0.01126977,0.002855284,0.1040671,0.1720404,0.0002517563],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6879854,0.001797396,0.00444647,0.005209527,0.00007121363,0.0001821269,0.00005114662,0.00001619588,0.3002406],"genre_scores_gemma":[0.994342,0.0002884152,0.0004534745,0.0003595754,0.00003272606,0.00004269788,0.00001415011,0.000004547878,0.004462427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02712841,"threshold_uncertainty_score":0.05394101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03715618104898081,"score_gpt":0.2902086191689417,"score_spread":0.2530524381199609,"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."}}