{"id":"W3025023331","doi":"10.1002/cssc.202000965","title":"Pickering/Non‐Pickering Emulsions of Nanostructured Sulfonated Lignin Derivatives","year":2020,"lang":"en","type":"article","venue":"ChemSusChem","topic":"Pickering emulsions and particle stabilization","field":"Materials Science","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Canada Foundation for Innovation","keywords":"Pickering emulsion; Quartz crystal microbalance; Chemical engineering; Adsorption; Emulsion; Lignin; Oil droplet; Nanoparticle; Pulmonary surfactant; Desorption; Contact angle; Materials science; Chemistry; Organic chemistry; Nanotechnology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001018193,0.0001866485,0.0002869342,0.00003956438,0.0001169579,0.00003455002,0.0002759775,0.00009162818,0.0003469405],"category_scores_gemma":[0.000354184,0.0001736818,0.00007232124,0.0004111697,0.0001331917,0.0001883121,0.0001769116,0.0001082984,0.00005040351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002548763,"about_ca_system_score_gemma":0.00005148983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001885236,"about_ca_topic_score_gemma":0.000002958226,"domain_scores_codex":[0.9986908,0.00003023742,0.0003894018,0.0003607897,0.000228956,0.0002997809],"domain_scores_gemma":[0.9992021,0.00005600016,0.0001551661,0.0002759519,0.0001253476,0.0001853882],"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":[0.00003113776,0.00002825509,0.001433273,0.00007735886,0.000008197587,0.000004030657,0.00218445,0.0002685285,0.9949229,0.0001861523,0.0005132675,0.0003424271],"study_design_scores_gemma":[0.0004387965,0.00007033375,0.005133837,0.00004491452,0.00001177775,0.000002884674,0.0003347223,0.002672002,0.9896333,0.00008543311,0.001378049,0.0001939832],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964953,0.00009028764,0.001605492,0.0003208383,0.000201618,0.0001741129,0.00002085406,0.0001504199,0.00094108],"genre_scores_gemma":[0.9955056,0.000009867577,0.004163108,0.0001139156,0.0000838913,0.00001480686,0.00001652772,0.00002804125,0.0000642862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005289655,"threshold_uncertainty_score":0.7082539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02294416664027779,"score_gpt":0.2394729367905156,"score_spread":0.2165287701502378,"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."}}