{"id":"W4407995678","doi":"10.60027/iarj.2025.285465","title":"Influence of Knowledge and Attitudes About Prohibited Cosmetic Substances on Generation Z's Online Purchases in Lampang","year":2025,"lang":"en","type":"article","venue":"Interdisciplinary Academic and Research Journal","topic":"Health, Technology, Consumer Behavior","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Sun protection factor; Business; Advertising; Internet privacy; Marketing; Computer science; Dermatology; Medicine","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":[0.000285423,0.0001133712,0.00008834309,0.0003644959,0.0004012266,0.0006048523,0.0001355532,0.0001867624,0.003189075],"category_scores_gemma":[0.001257237,0.00008985362,0.0001947101,0.000291626,0.0002492701,0.000225377,0.0003240269,0.0002729773,0.0002005864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000620784,"about_ca_system_score_gemma":0.0006718843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04437694,"about_ca_topic_score_gemma":0.06513852,"domain_scores_codex":[0.9998344,0.00004611022,0.000008688778,0.0000200833,0.0000393821,0.00005134347],"domain_scores_gemma":[0.9989787,0.000347675,0.0003388078,0.00002799385,0.0001143499,0.0001925128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006107004,0.0001396965,0.9920961,0.00001414826,0.00001224821,0.0001350525,0.00219317,0.00002857108,0.0003219394,0.00003990518,0.000098818,0.004859314],"study_design_scores_gemma":[0.000002857269,0.00008617804,0.9940759,0.00001055187,0.0000126551,0.00005575685,0.005133305,0.0001923797,0.00009266865,0.00002196716,0.0003122962,0.000003518105],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995356,0.00001288682,0.000007961527,0.00002184139,5.171618e-7,0.000002148601,0.00001944967,5.009216e-7,0.0003992249],"genre_scores_gemma":[0.999608,0.00002764084,0.00001948833,0.000009423563,5.919188e-7,0.000002339348,0.00002530834,2.785997e-7,0.0003069439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04437694,"threshold_uncertainty_score":0.08823729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1589228388713154,"score_gpt":0.5713131570078489,"score_spread":0.4123903181365335,"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."}}