{"id":"W4389918622","doi":"10.56933/pharmaspire.2023.15124","title":"Cosmetics regulations and standardization guidelines","year":2023,"lang":"en","type":"article","venue":"Pharmaspire","topic":"Chemistry and Chemical Engineering","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Israel Science Foundation","keywords":"Cosmetics; Business; Harm; Cosmetic industry; Consumer safety; Risk analysis (engineering); Product (mathematics); Quality (philosophy); Marketing; Medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005362679,0.00003976497,0.00003367324,0.00000593939,0.00004469586,0.000008706423,0.00003427309,0.00001587184,0.0003811773],"category_scores_gemma":[0.00004641481,0.00003917749,0.000009997144,0.0001669938,0.0000280934,0.00005178211,0.00005720539,0.00002779505,0.00005603043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001763807,"about_ca_system_score_gemma":0.000001314311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001552036,"about_ca_topic_score_gemma":2.702919e-7,"domain_scores_codex":[0.9996759,0.000001927055,0.00007303955,0.00008497376,0.00008833755,0.00007588057],"domain_scores_gemma":[0.9998753,0.00001139329,0.00001062769,0.00005514165,0.000005068519,0.00004248007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000004854974,0.00001145844,0.004810596,0.00003159211,0.000008780036,0.000005677602,0.0003674829,0.1017045,0.8022896,0.00009314136,0.06499053,0.02568181],"study_design_scores_gemma":[0.0004690832,0.000008594177,0.005872789,0.00002189006,0.00002438208,0.000009801831,0.0001386504,0.2245417,0.5013855,0.001356396,0.2658831,0.0002881341],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877548,0.00004802698,0.00370477,0.001035988,0.00006654242,0.00005374326,0.000009057989,0.0002115944,0.007115508],"genre_scores_gemma":[0.9981632,0.00005161528,0.000765854,0.00007385533,0.00004431866,0.000004296727,0.00001735726,0.000005945199,0.000873593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3009042,"threshold_uncertainty_score":0.4173624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0306557782843048,"score_gpt":0.2992860509103582,"score_spread":0.2686302726260534,"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."}}