{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01755748,0.001558164,0.001444829,0.009287052,0.002763627,0.005498865,0.004299939,0.006384768,0.05171483],"category_scores_gemma":[0.03231294,0.001141951,0.00185233,0.00636465,0.002689776,0.00299485,0.002954649,0.006314733,0.05801006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003391264,"about_ca_system_score_gemma":0.01694729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009560912,"about_ca_topic_score_gemma":0.009615858,"domain_scores_codex":[0.9608647,0.007742241,0.00410891,0.001953389,0.02340231,0.001928455],"domain_scores_gemma":[0.9639505,0.005580005,0.00188153,0.00364295,0.02409102,0.0008539056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002570732,0.0006683923,0.001225503,0.003679695,0.00005254077,0.000573769,0.001207023,0.0009382887,0.02094678,0.07470582,0.64253,0.2532152],"study_design_scores_gemma":[0.00001590118,0.00004628054,0.0006746682,0.0006627683,0.00001460419,0.0002065849,0.0001257442,0.00008169012,0.001861698,0.002671932,0.9936186,0.00001942921],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006769794,0.02630471,0.0539544,0.01933919,0.009039758,0.009256102,0.02132787,0.005215393,0.8487927],"genre_scores_gemma":[0.0420977,0.06483635,0.15328,0.0375337,0.003465259,0.01778773,0.08616424,0.003601447,0.5912336],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05171483,"threshold_uncertainty_score":0.1730034,"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."}}