{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004539934,0.0008015285,0.000727714,0.002178181,0.0002830353,0.0009277955,0.0003586552,0.001028024,0.003769828],"category_scores_gemma":[0.0004976613,0.0002759558,0.0005616668,0.001553832,0.0004117668,0.001005734,0.0006501036,0.001207226,0.001170166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003817589,"about_ca_system_score_gemma":0.0006006374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008550546,"about_ca_topic_score_gemma":0.001275819,"domain_scores_codex":[0.9996717,0.00005082968,0.00004946553,0.00005728631,0.0001420099,0.00002866438],"domain_scores_gemma":[0.999828,0.00008021241,0.0000375585,0.000007370591,0.00003554658,0.00001140241],"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":[0.00006865393,0.0001070435,0.0002940829,0.03323856,0.00009768937,0.0003446123,0.0001702047,0.0004467292,0.01762272,0.009479868,0.00897633,0.9291535],"study_design_scores_gemma":[0.00001036612,0.0001920448,0.001334542,0.005735011,0.0001144398,0.001587726,0.000131895,0.0001383795,0.006657962,0.002430029,0.9816422,0.00002543117],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001356587,0.9930903,0.0004427403,0.0002119894,0.0002601021,0.00001326406,0.00003544736,0.00001359074,0.004576054],"genre_scores_gemma":[0.007436537,0.9895267,0.0006480899,0.0001888536,0.0001004321,0.00001471729,0.00004847762,0.000004385705,0.002031801],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003769828,"threshold_uncertainty_score":0.01261127,"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."}}