{"id":"W4311468381","doi":"10.1515/tsd-2022-2464","title":"A methodology for measuring the characteristic curvature of technical-grade ethoxylated nonionic surfactants: the effects of concentration and dilution","year":2022,"lang":"en","type":"article","venue":"Tenside Surfactants Detergents","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Syngenta (Canada)","funders":"","keywords":"Chemistry; Pulmonary surfactant; Ethylene oxide; Dilution; Chromatography; Dispersity; Phase (matter); Curvature; Analytical Chemistry (journal); Thermodynamics; Organic chemistry","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":[0.00245043,0.001346638,0.0005449781,0.001716897,0.0003751366,0.0005665343,0.001001165,0.001106946,0.0005651058],"category_scores_gemma":[0.004241444,0.0004910321,0.0006571415,0.001423609,0.0006693332,0.0007566693,0.0006470251,0.001426653,0.0005682313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007944173,"about_ca_system_score_gemma":0.001018676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001142989,"about_ca_topic_score_gemma":0.001767934,"domain_scores_codex":[0.9976852,0.0005989302,0.0001610221,0.0004099557,0.001069412,0.00007547774],"domain_scores_gemma":[0.9969208,0.001191636,0.0006532434,0.000436444,0.0007181012,0.00007979754],"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":[0.0000489823,0.00005097728,0.0008310447,0.0002000977,0.00002279962,0.00003994439,0.00008772681,0.001120499,0.9853549,0.0004516207,0.0001024089,0.01168895],"study_design_scores_gemma":[0.000005777061,0.0002696129,0.00218447,0.00001726209,0.00002114814,0.0001719042,0.0000341292,0.01894239,0.9766334,0.0001596849,0.001526461,0.00003373635],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2294368,0.004357249,0.7610007,0.0002589599,0.000153641,0.000752806,0.0006278428,0.001571897,0.001840045],"genre_scores_gemma":[0.6319085,0.004066119,0.3586591,0.0001305651,0.00003443404,0.00127136,0.0008285508,0.0001650363,0.002936358],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00245043,"threshold_uncertainty_score":0.0129593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03841814349818375,"score_gpt":0.269546959574787,"score_spread":0.2311288160766032,"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."}}