{"id":"W4411070937","doi":"10.3390/cosmetics12030118","title":"Role of Emulsifiers and SPF Booster in Sunscreen Performance: Assessing SPF, Rheological Behavior, Texture, and Stability","year":2025,"lang":"en","type":"article","venue":"Cosmetics","topic":"Skin Protection and Aging","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Faculté de pharmacie, Université de Montréal; Univerzita Komenského v Bratislave","keywords":"Rheology; Texture (cosmology); Booster (rocketry); Materials science; Food science; Computer science; Composite material; Chemistry; Artificial intelligence; Engineering; Aerospace engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002438809,0.0000773814,0.0001955555,0.0001011576,0.0000398774,0.00001653255,0.00002861002,0.00008685227,0.00003171357],"category_scores_gemma":[0.0001141022,0.00006389909,0.00001951398,0.0001542513,0.0001603959,0.00005258953,0.00006258631,0.00021948,3.655655e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000262467,"about_ca_system_score_gemma":0.00003089564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001234657,"about_ca_topic_score_gemma":0.000005890924,"domain_scores_codex":[0.9994085,0.00003628226,0.0001880708,0.0001596559,0.00008746297,0.0001200491],"domain_scores_gemma":[0.9996888,0.0000606134,0.00003385924,0.0001254477,0.00004425677,0.00004704018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004916946,0.00007167445,0.9359682,0.000110032,0.000006269192,0.000004017938,0.0002605892,3.971473e-7,0.008188993,0.0001665594,0.00001211736,0.05516194],"study_design_scores_gemma":[0.0008541321,0.00009768485,0.983234,0.0001533227,0.00005310817,0.00001579939,0.001375881,0.001443701,0.0121142,0.0003343099,0.0002597842,0.00006409848],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954858,0.0006877794,0.0002633433,0.0001537649,0.00004649011,0.0002488481,0.000001226968,0.00001608789,0.003096638],"genre_scores_gemma":[0.9987496,0.0001249589,0.0008424586,0.0001634733,0.00001188576,0.000008933786,0.000002302489,0.000004331709,0.00009207088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05509784,"threshold_uncertainty_score":0.2605729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02330703720929381,"score_gpt":0.3035111120569733,"score_spread":0.2802040748476795,"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."}}