{"id":"W4400424765","doi":"10.1016/j.colsurfa.2024.134767","title":"Effect of a fluorinated surfactant on Langmuir monolayer properties of minimal-linker gemini surfactants","year":2024,"lang":"en","type":"article","venue":"Colloids and Surfaces A Physicochemical and Engineering Aspects","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Argonne National Laboratory; Division of Chemistry; Office of Science; Division of Materials Research; U.S. Department of Energy; National Science Foundation","keywords":"Monolayer; Pulmonary surfactant; Alkyl; Langmuir; Linker; Phase (matter); Chemistry; Length scale; Chemical engineering; Dispersion (optics); Compressibility; Side chain; Materials science; Crystallography; Adsorption; Organic chemistry; Polymer; Thermodynamics; Nanotechnology; Optics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001760883,0.0003652752,0.0006785925,0.00006406711,0.00003894873,0.00006529903,0.0001229155,0.0001675854,0.00002253372],"category_scores_gemma":[0.00006490185,0.0002653757,0.0001232696,0.0002518001,0.00007438724,0.00009761268,0.00007907378,0.0002369015,0.000002718482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003591273,"about_ca_system_score_gemma":0.00003194705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001057497,"about_ca_topic_score_gemma":0.000001138844,"domain_scores_codex":[0.9985661,0.00001798851,0.0003800612,0.0004274974,0.0002815201,0.0003268648],"domain_scores_gemma":[0.9992315,0.000294785,0.00007017874,0.0002162313,0.00004887544,0.000138403],"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":[0.0002279632,0.00006120658,0.0008420534,0.003199731,0.0001858204,0.00001431076,0.0003030301,0.0001734272,0.9932638,0.0002001152,0.00003018652,0.001498401],"study_design_scores_gemma":[0.0005255427,0.0002786751,0.0005429742,0.001594913,0.00006590081,0.000009786907,0.00007280681,0.01662341,0.9795936,0.00001757817,0.0003682936,0.0003065295],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912009,0.007098086,0.000001588021,0.000020489,0.0001389944,0.0001380386,0.00005472152,0.0001382542,0.00120895],"genre_scores_gemma":[0.9993823,0.0002389942,0.00002410973,0.000002467501,0.00006136187,0.00001681812,0.000004957712,0.00004777464,0.0002211871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01644998,"threshold_uncertainty_score":0.9999799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006699599273820217,"score_gpt":0.2018900614660348,"score_spread":0.1951904621922146,"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."}}