{"id":"W4412691699","doi":"10.3390/admsci15080294","title":"Influencing Beauty Perceptions: Role of TikTok Influencer Information Adoption in Shaping Consumer Views of Cosmetic Product Quality","year":2025,"lang":"en","type":"article","venue":"Administrative Sciences","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Product (mathematics); Beauty; Business; Quality (philosophy); Marketing; Perception; Advertising; Aesthetics; Psychology; Art","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":[],"consensus_categories":[],"category_scores_codex":[0.004016854,0.00009231728,0.0002462258,0.0002380198,0.0002997009,0.00008281397,0.0002787904,0.00006387806,0.00004005217],"category_scores_gemma":[0.004687035,0.00008783063,0.00005699546,0.001374079,0.00200851,0.001278302,0.00003837981,0.0001086389,0.000006237804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009562541,"about_ca_system_score_gemma":0.001010998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001706879,"about_ca_topic_score_gemma":0.002320279,"domain_scores_codex":[0.9979481,0.0004609724,0.0006650523,0.0001860563,0.0005077455,0.0002320536],"domain_scores_gemma":[0.9986569,0.0004930094,0.0003899748,0.0001058925,0.0003091729,0.00004508113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005210099,0.0001659796,0.6644651,0.000176842,0.00001947091,2.227625e-7,0.1137343,0.00006932145,0.004111892,0.145068,0.00007762283,0.07205909],"study_design_scores_gemma":[0.0002230078,0.0001248013,0.7478958,0.0005822545,0.0000148806,1.55035e-7,0.2345855,0.00004418095,0.002004029,0.0115641,0.002772799,0.0001885628],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.884543,0.0002508652,0.00002077414,0.0003383449,0.0001419037,0.0003221022,0.00001097251,0.00001699912,0.114355],"genre_scores_gemma":[0.9991665,0.00007910769,0.000525601,0.00008849584,0.0000174855,0.0000256548,0.000002735164,0.000001243397,0.00009314829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1335039,"threshold_uncertainty_score":0.7400439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09132122000049143,"score_gpt":0.4271019224115942,"score_spread":0.3357807024111027,"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."}}