{"id":"W2505676970","doi":"10.1021/acs.nanolett.6b02418","title":"A Method for Promoting Assembly of Metallic and Nonmetallic Nanoparticles into Interfacial Monolayer Films","year":2016,"lang":"en","type":"article","venue":"Nano Letters","topic":"Pickering emulsions and particle stabilization","field":"Materials Science","cited_by":108,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Social Fund; Queen's University; Queen's University Belfast","keywords":"Monolayer; Nanoparticle; Materials science; Nanotechnology; Metal; Self-assembly; Phase (matter); Layer (electronics); Chemical engineering; Surface charge; Chemistry; Organic chemistry; Physical chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002238422,0.0005573207,0.0002690404,0.0004459354,0.0003516325,0.0002434709,0.0003600737,0.000510967,0.0007761887],"category_scores_gemma":[0.0002385927,0.000346444,0.0003322842,0.0001818422,0.0002547622,0.0003631382,0.000335698,0.0009267269,0.0003688635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00020157,"about_ca_system_score_gemma":0.000207602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003670335,"about_ca_topic_score_gemma":0.0008564126,"domain_scores_codex":[0.999806,0.00002577478,0.00001733599,0.00004924463,0.00007809237,0.00002363903],"domain_scores_gemma":[0.9998951,0.00002624391,0.00002821641,0.00002038417,0.00001531965,0.0000145961],"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":[0.00000915638,0.0000163838,0.00002764328,0.00007119671,0.000006224737,0.00003539522,0.00002316731,0.00003428441,0.9964484,0.0002412429,0.00007022431,0.003016745],"study_design_scores_gemma":[0.000005101786,0.00005755619,0.0001540257,0.000002427974,0.00000722126,0.0001270983,0.000004138488,0.0004200924,0.9960168,0.0000327653,0.003167782,0.000004903748],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4809962,0.007002672,0.4983424,0.0008637469,0.0004510831,0.0005510655,0.0004817763,0.001770036,0.009541088],"genre_scores_gemma":[0.6924039,0.003606824,0.2903146,0.000313499,0.00008193309,0.0004129872,0.0004038335,0.0001949599,0.01226738],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0007761887,"threshold_uncertainty_score":0.002596676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0194204591519796,"score_gpt":0.286096052253456,"score_spread":0.2666755931014764,"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."}}