{"id":"W4388769720","doi":"10.1680/jenes.23.00095","title":"Surfactants: hygiene’s first line of defence against pollution","year":2023,"lang":"en","type":"article","venue":"Journal of Environmental Engineering and Science","topic":"Environmental Chemistry and Analysis","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cosmetics; Environmentally friendly; Biochemical engineering; Environmental science; Environmental pollution; Pollution; Environmental chemistry; Chemistry; Environmental protection; Ecology; Organic chemistry; Engineering; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001506619,0.001167118,0.00157237,0.001256309,0.001460881,0.005084842,0.001257819,0.004337072,0.0170786],"category_scores_gemma":[0.001755389,0.0003609947,0.0007874281,0.0009369258,0.002275317,0.003649992,0.003206299,0.004158666,0.01068932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001896603,"about_ca_system_score_gemma":0.00375722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001514238,"about_ca_topic_score_gemma":0.001592112,"domain_scores_codex":[0.9977002,0.0005188951,0.0001298849,0.0003343102,0.0009539691,0.0003627859],"domain_scores_gemma":[0.9986081,0.0002264542,0.0002206993,0.00009569015,0.0006134697,0.0002356438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004970295,0.0002803108,0.002946488,0.01334078,0.0003857314,0.001285995,0.001425132,0.0007476811,0.1137427,0.1489407,0.1850123,0.5313952],"study_design_scores_gemma":[0.00001283509,0.0002542356,0.0004990344,0.0007992091,0.00004615126,0.0006670148,0.0003431692,0.0001377689,0.01421716,0.009471169,0.9735215,0.000030803],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01796063,0.6470217,0.02257432,0.09822822,0.01846929,0.0002992947,0.001058363,0.001090424,0.1932978],"genre_scores_gemma":[0.1868449,0.5078219,0.01804272,0.05676715,0.009321606,0.0003040436,0.000915332,0.0003249613,0.2196574],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0170786,"threshold_uncertainty_score":0.05713362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004878919798035401,"score_gpt":0.1798136330353239,"score_spread":0.1749347132372885,"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."}}