{"id":"W4409290664","doi":"10.1016/j.carbpol.2025.123597","title":"Starch functionality in cosmetics and personal care products","year":2025,"lang":"en","type":"review","venue":"Carbohydrate Polymers","topic":"Food composition and properties","field":"Nursing","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Cosmetics; Personal care; Starch; Polymer science; Chemistry; Skin care; Business; Biochemical engineering; Food science; Organic chemistry; Medicine; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001271896,0.0003724132,0.0008770503,0.0004063149,0.0001212516,0.00007645437,0.0001487185,0.0002283821,0.00004258053],"category_scores_gemma":[0.00005552033,0.0003303912,0.0001553501,0.0006447664,0.0001644086,0.00005982146,0.00008611443,0.0004902807,0.00001140272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002636235,"about_ca_system_score_gemma":0.0003652041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001104901,"about_ca_topic_score_gemma":0.0000227836,"domain_scores_codex":[0.9981498,0.0003733115,0.0003977397,0.000542391,0.0002199581,0.0003167618],"domain_scores_gemma":[0.9993377,0.0001244234,0.0001091728,0.000255646,0.00008938224,0.0000837203],"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":[0.0001539518,0.00002544445,0.000007116546,0.03137203,0.00006640433,0.000008843004,0.002593929,5.196416e-7,0.00001251472,0.00002614467,0.0001748574,0.9655582],"study_design_scores_gemma":[0.0002909125,0.0003392258,0.0000103473,0.009960729,0.0005103431,0.00001220632,0.001164709,0.00001406397,0.00006101831,0.00001584068,0.9870887,0.000531927],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003840898,0.9944834,2.241286e-7,0.0003185339,0.001711243,0.0005893857,0.0001203795,0.00005582409,0.002336976],"genre_scores_gemma":[0.005410971,0.9931724,0.00002909779,0.0002280991,0.000180821,0.0001009632,0.0003407571,0.00004081416,0.0004960799],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9869138,"threshold_uncertainty_score":0.9999148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04240288336541862,"score_gpt":0.3048172840044839,"score_spread":0.2624144006390652,"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."}}