{"id":"W4401464884","doi":"10.1016/b978-0-443-19148-0.00010-3","title":"Essential oils: an essential component of cosmetic industry","year":2024,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Essential Oils and Antimicrobial Activity","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Component (thermodynamics); Cosmetic industry; Business; Essential oil; Biochemical engineering; Chemistry; Cosmetics; Food science; Engineering; Organic chemistry; Physics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002094085,0.0005213872,0.0007739903,0.00004627316,0.0001564636,0.000141194,0.0004989122,0.0009226114,0.001496578],"category_scores_gemma":[0.0000059318,0.0002379709,0.0005100421,0.00004265989,0.0003414672,0.00009190078,0.000307503,0.00110372,0.0001459577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000035438,"about_ca_system_score_gemma":0.00004225305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003054343,"about_ca_topic_score_gemma":0.0003220106,"domain_scores_codex":[0.9977642,0.00005103365,0.0006195589,0.0007292872,0.0004522289,0.0003836924],"domain_scores_gemma":[0.9990267,0.00008002035,0.0003618735,0.0001845342,0.0001243209,0.0002225492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000339519,0.00008879233,0.000003540388,0.0001485987,0.000116063,0.00006349483,0.00003933957,6.713926e-7,0.4285413,0.005090057,0.0001144465,0.5657597],"study_design_scores_gemma":[0.0002939145,0.0005745166,0.0001404153,0.001652679,0.0007083489,0.00007048122,0.00002946771,0.00002247501,0.1294084,0.01873544,0.8468885,0.001475319],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2545275,0.0004579628,4.250811e-7,0.000264848,0.001086615,0.0003943107,0.0004736642,0.0001250395,0.7426696],"genre_scores_gemma":[0.419871,0.00008270546,0.00002986581,0.00009090574,0.001528576,0.000007770587,0.0002103719,0.00001161334,0.5781672],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.846774,"threshold_uncertainty_score":0.9994162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01632641370247708,"score_gpt":0.2336389347946956,"score_spread":0.2173125210922185,"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."}}