{"id":"W3131721873","doi":"10.1021/acs.langmuir.3c00344","title":"Synthesis and Characterization of Furan-Based Non-Ionic Surfactants (<i>fbnios</i>)","year":2023,"lang":"en","type":"article","venue":"Langmuir","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Chemistry; Polymerization; Critical micelle concentration; Ethylene oxide; Hydroxymethyl; Organic chemistry; Micelle; Polymer; Copolymer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001448309,0.0002746217,0.0001421238,0.0001701047,0.00009311592,0.0001658579,0.0001181196,0.0001657273,0.0003146182],"category_scores_gemma":[0.0002342723,0.00007648436,0.0001012872,0.0001611052,0.0001124663,0.0001898915,0.00009948307,0.0001713657,0.0001679433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002259381,"about_ca_system_score_gemma":0.0001771026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000599495,"about_ca_topic_score_gemma":0.0008154794,"domain_scores_codex":[0.9999093,0.000009001224,0.000011544,0.00001967958,0.00003487701,0.00001559371],"domain_scores_gemma":[0.9998301,0.00001600492,0.00005635377,0.000009468416,0.00006209347,0.00002583905],"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":[0.00001536283,0.000004727625,0.0001001045,0.00001154705,8.636059e-7,0.00001137755,0.000005246876,0.00002585565,0.9991014,0.00002505578,0.000005918403,0.0006926471],"study_design_scores_gemma":[0.000001441229,0.00003685408,0.0006084643,0.000001437081,0.000002146501,0.00002834353,0.000004729395,0.0001959778,0.9984541,0.000005492172,0.0006597023,0.000001376466],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904206,0.0006423215,0.007736516,0.00002452851,0.00001259657,0.00004784475,0.0001874847,0.00004107702,0.0008870476],"genre_scores_gemma":[0.9773424,0.0009770836,0.01821372,0.00004158508,0.00001012281,0.0000816178,0.0005812532,0.00004665412,0.002705534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000599495,"threshold_uncertainty_score":0.001639247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01066766480005026,"score_gpt":0.2119349737213981,"score_spread":0.2012673089213479,"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."}}