{"id":"W4411339791","doi":"10.2139/ssrn.5243587","title":"The Sephora Kids: The Impact of TikTok on Consumerism of Skincare Products","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Educational Methods and Impacts","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trinity College","funders":"","keywords":"Consumerism; Business; Advertising; Marketing; Economics; Market economy","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":[0.001009243,0.0001754566,0.000208763,0.0003536533,0.001773458,0.002231948,0.0003904436,0.0006344966,0.01871813],"category_scores_gemma":[0.002491524,0.0001650713,0.000420354,0.000446403,0.0008963921,0.001040859,0.002108422,0.001688193,0.001505586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001691483,"about_ca_system_score_gemma":0.002275355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01316886,"about_ca_topic_score_gemma":0.03806135,"domain_scores_codex":[0.9995789,0.0001762255,0.000009279318,0.00004873895,0.00008932837,0.00009753727],"domain_scores_gemma":[0.9978971,0.001260275,0.0001939238,0.0000922367,0.000165084,0.0003912555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.009099269,0.01328126,0.4022325,0.001938458,0.0002063975,0.004352729,0.2031806,0.0004690668,0.01080591,0.03444714,0.04565394,0.2743329],"study_design_scores_gemma":[0.0002538676,0.003304225,0.6158109,0.0006224056,0.0003669163,0.0005904011,0.2993671,0.000980915,0.005985567,0.003208254,0.06939954,0.0001098755],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9679077,0.0001338902,0.0001160155,0.00134616,0.00006921652,0.00004391566,0.000337648,0.00001398178,0.03003142],"genre_scores_gemma":[0.98496,0.0003227357,0.0005801011,0.0003586963,0.00001802353,0.00005204133,0.0002430742,0.00002936829,0.01343581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01871813,"threshold_uncertainty_score":0.06261837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02948065854729858,"score_gpt":0.4166283837388579,"score_spread":0.3871477251915593,"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."}}