{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005356292,0.0001048352,0.0001860591,0.00005427778,0.00007958186,0.00003377362,0.0001155484,0.00003749565,0.0000488991],"category_scores_gemma":[0.000137451,0.00007016505,0.00004849947,0.00009128633,0.00005614202,0.0002290003,0.0000657587,0.00001654642,0.00001176037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001830698,"about_ca_system_score_gemma":0.00001233348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003937743,"about_ca_topic_score_gemma":0.00001190562,"domain_scores_codex":[0.9990457,0.00008473978,0.0002703081,0.0002558011,0.0001241726,0.0002192389],"domain_scores_gemma":[0.9994212,0.0002011235,0.0001151233,0.0001596963,0.00004680926,0.00005608648],"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":[0.0000356618,0.00002541181,0.0003214025,0.00004075288,0.00001119464,3.759293e-7,0.0007085504,0.000009793113,0.9898005,0.0002199501,0.00004246795,0.008783935],"study_design_scores_gemma":[0.0004390562,0.00009074366,0.0004305484,0.00004968906,0.00002843874,0.000002510341,0.00002917333,0.0006114453,0.9975322,0.0002113523,0.0004699456,0.0001049146],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9431148,0.00003292392,0.05539172,0.001069252,0.0001055333,0.0002363463,0.000007504389,0.00003623512,0.000005640265],"genre_scores_gemma":[0.9317713,0.000002771945,0.06798238,0.0001364857,0.00002400386,0.00005039486,5.529215e-7,0.00001381603,0.00001828616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01259066,"threshold_uncertainty_score":0.2861248,"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."}}