{"id":"W4226366129","doi":"10.22215/etd/2022-14928","title":"Occurrence of Per- and Polyfluoroalkyl Substances in Cosmetics and Personal Care Products","year":2022,"lang":"en","type":"dissertation","venue":"","topic":"Per- and polyfluoroalkyl substances research","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Cosmetics; Personal care; Moiety; Skin care; Environmental chemistry; Chemistry; Organic chemistry; Medicine","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":[0.0004207376,0.0002383001,0.0001623098,0.001720339,0.0003987053,0.0008461251,0.0001521562,0.0004239898,0.003850854],"category_scores_gemma":[0.0003565513,0.0000947447,0.0002347143,0.001514187,0.0001717763,0.0003064864,0.0002626026,0.0002567544,0.0009247392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004615497,"about_ca_system_score_gemma":0.0005182395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002921739,"about_ca_topic_score_gemma":0.004709905,"domain_scores_codex":[0.9993021,0.00004919513,0.00003303929,0.0001401415,0.0004064218,0.00006909629],"domain_scores_gemma":[0.9996456,0.00004259394,0.00010389,0.00001358277,0.0001650655,0.00002927902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004723257,0.0006970696,0.256133,0.002192763,0.0001271997,0.001297882,0.002835804,0.0002435296,0.258941,0.001568029,0.004432148,0.4710593],"study_design_scores_gemma":[0.000006416394,0.0008423736,0.7226669,0.0005042547,0.0001814407,0.002770962,0.003276011,0.0002672489,0.17574,0.0005165053,0.09317962,0.00004819805],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9306929,0.02232585,0.001545326,0.0002993639,0.00008970586,0.0001369608,0.002156123,0.00004300499,0.04271066],"genre_scores_gemma":[0.9133241,0.02363075,0.004690922,0.0002952295,0.0000845695,0.00008401923,0.001689552,0.00002683309,0.05617397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003850854,"threshold_uncertainty_score":0.01288235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01290305501119685,"score_gpt":0.2826406711782558,"score_spread":0.2697376161670589,"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."}}