{"id":"W4382181196","doi":"10.3390/suschem4020015","title":"Lysine-Based Silicone Surfactants","year":2023,"lang":"en","type":"article","venue":"Sustainable Chemistry","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Universidad de Guanajuato; Natural Sciences and Engineering Research Council of Canada; Consejo Nacional de Ciencia y Tecnología","keywords":"Silicone; Linker; Chemistry; Lysine; Polymer chemistry; Monomer; Silicone oil; Organic chemistry; Long chain; Arginine; Amino acid; Biochemistry; Polymer science; Polymer","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002860626,0.0003223184,0.0003540941,0.00004844974,0.000266893,0.0001346115,0.0004293039,0.0002736336,0.005192578],"category_scores_gemma":[0.0002852653,0.0003229372,0.0001680131,0.0008623225,0.00008422956,0.0001245237,0.0001342828,0.0002607876,0.0003027153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003078417,"about_ca_system_score_gemma":0.0003703895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002039276,"about_ca_topic_score_gemma":0.000001236977,"domain_scores_codex":[0.9975517,0.0000121998,0.0003755197,0.0005419377,0.0004592635,0.00105939],"domain_scores_gemma":[0.9985181,0.0001446956,0.0001354147,0.0007244329,0.0002310675,0.0002463095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009177986,0.0001173232,0.00868882,0.003053924,0.00008051813,0.001052951,0.0001046357,0.000553708,0.9767089,0.00006099321,0.008739877,0.0007465819],"study_design_scores_gemma":[0.001130519,0.0000075857,0.0002578939,0.00007471294,0.00002604259,0.00001586797,0.00615682,0.001728802,0.8604814,0.0002764773,0.1292794,0.0005645053],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.872008,0.0001734355,0.000005824088,0.0002215479,0.00006225971,0.0000783307,0.00003585412,0.0007957384,0.1266191],"genre_scores_gemma":[0.8229806,0.00001177997,0.000009448374,0.0000417094,0.0001819107,0.00005388176,0.0001180666,0.00005867585,0.176544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1205395,"threshold_uncertainty_score":0.9999223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008555370422611027,"score_gpt":0.2218115187356604,"score_spread":0.2132561483130494,"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."}}