{"id":"W4414845804","doi":"10.2147/ccid.s536755","title":"Evaluation of Human Hair Absorption and Retention","year":2025,"lang":"en","type":"article","venue":"Clinical Cosmetic and Investigational Dermatology","topic":"Dyeing and Modifying Textile Fibers","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Absorption (acoustics); Hair care; Product (mathematics); Hair loss; Hair dyes","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":[],"consensus_categories":[],"category_scores_codex":[0.0007206986,0.0000639263,0.0001629753,0.00008461068,0.0000489003,0.000008216663,0.00003482485,0.0001153728,0.00001034933],"category_scores_gemma":[0.0003731544,0.00006615461,0.00002721073,0.00007393069,0.0004144882,0.00004816221,0.0000193785,0.0001028335,0.000002401086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001316419,"about_ca_system_score_gemma":0.00003988128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002703045,"about_ca_topic_score_gemma":0.000002434074,"domain_scores_codex":[0.9991486,0.000153808,0.0003700509,0.0001258268,0.0001300788,0.00007165111],"domain_scores_gemma":[0.9995183,0.0001818053,0.00004589805,0.0000804263,0.0001274834,0.00004606421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00003171351,0.0001630352,0.1883111,0.001307627,0.0005963072,0.000003674163,0.0004218981,0.003533251,0.01435963,0.5947409,0.03462921,0.1619017],"study_design_scores_gemma":[0.001258178,0.00005397006,0.3548082,0.0001499969,0.0002741923,0.00002029915,0.00003538872,0.314669,0.001108562,0.326637,0.0008500688,0.0001351537],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935545,0.0006239575,0.001900967,0.0004253436,0.000202259,0.0001052142,0.000002457266,0.00004941388,0.003135878],"genre_scores_gemma":[0.9989992,0.00008179304,0.0006677488,0.0001483972,0.00001477678,0.00001233954,0.00002559949,0.000004530136,0.00004556335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3111358,"threshold_uncertainty_score":0.2697707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0957707557519195,"score_gpt":0.3616845437423361,"score_spread":0.2659137879904165,"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."}}