{"id":"W4395479292","doi":"10.1002/jsde.12761","title":"Surface miscibility of <scp>Gemini</scp> surfactants and <scp>DOPE</scp> in binary mixed monolayers","year":2024,"lang":"en","type":"article","venue":"Journal of Surfactants and Detergents","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Chemistry; Miscibility; Monolayer; Binary number; Chemical engineering; Organic chemistry; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003606057,0.0003717937,0.0002624569,0.0004947128,0.0002005015,0.0004062992,0.0002302286,0.0003088918,0.0007301126],"category_scores_gemma":[0.0007077914,0.0002278649,0.0001782701,0.0004885677,0.0002133698,0.0004934036,0.0002257529,0.0004248395,0.0001953492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003076973,"about_ca_system_score_gemma":0.0002080576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001481211,"about_ca_topic_score_gemma":0.00150149,"domain_scores_codex":[0.9996372,0.00006598633,0.00003544878,0.00007333308,0.0001253709,0.00006271134],"domain_scores_gemma":[0.9995956,0.0001474701,0.00008325958,0.00002811605,0.00009613932,0.00004939878],"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":[0.0001257996,0.00001550317,0.0003270671,0.00003428737,0.00001110177,0.00003042027,0.00003634848,0.0001059404,0.998515,0.00003664087,0.0000166785,0.0007452629],"study_design_scores_gemma":[0.000003739812,0.0001257318,0.001810627,0.000005340308,0.00001491348,0.00002849076,0.00002952298,0.001670917,0.9960142,0.00001119307,0.0002811733,0.000004159604],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985346,0.0004146925,0.0005054049,0.00002366077,0.000007186835,0.000006546908,0.0001190278,0.00002760924,0.000361239],"genre_scores_gemma":[0.9982322,0.0003385309,0.0007809822,0.000013978,0.000004517013,0.00001569196,0.0001886908,0.00001593032,0.0004094492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001481211,"threshold_uncertainty_score":0.002945244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01965111951694239,"score_gpt":0.2525074201501827,"score_spread":0.2328563006332403,"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."}}