{"id":"W2315316622","doi":"10.1021/nl202651u","title":"Polymer-Grafted-Nanoparticle Surfactants","year":2011,"lang":"en","type":"article","venue":"Nano Letters","topic":"Advanced Polymer Synthesis and Characterization","field":"Chemistry","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"National Science Foundation","keywords":"Polymer; Nanoparticle; Copolymer; Amphiphile; Materials science; Polymer architecture; Polymer chemistry; Chemical engineering; Surface modification; Nanotechnology; Composite material","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":[0.0002078766,0.0003382784,0.0002760247,0.0001561673,0.000159158,0.0003334316,0.0002289906,0.0002483281,0.001006451],"category_scores_gemma":[0.0003588825,0.0001195065,0.0001994688,0.0001627047,0.0001603887,0.0003229066,0.0002027125,0.0004152851,0.0003683173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002451184,"about_ca_system_score_gemma":0.000194228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001046153,"about_ca_topic_score_gemma":0.001586169,"domain_scores_codex":[0.9997621,0.00003260047,0.00001841433,0.00006001372,0.00008133404,0.00004555265],"domain_scores_gemma":[0.9997588,0.00007714492,0.00004932338,0.00001820695,0.00006202458,0.00003459722],"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":[0.00005036273,0.00001732636,0.0001365778,0.00002432105,0.000007187287,0.00002856544,0.00001885343,0.000168364,0.9987031,0.0001248198,0.00001418641,0.0007062767],"study_design_scores_gemma":[0.000005522441,0.00007158265,0.0002616565,0.000002171243,0.000007069819,0.00002340387,0.000006351503,0.001276052,0.9977317,0.00002818216,0.000584571,0.000001865454],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949319,0.0005827241,0.002859975,0.00003610944,0.00002437427,0.00002081316,0.00004874791,0.00002935971,0.001465942],"genre_scores_gemma":[0.9944546,0.0003422565,0.002961152,0.00004349304,0.000008957774,0.00001788101,0.0001826796,0.00003669407,0.001952334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001046153,"threshold_uncertainty_score":0.003366947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01920878581689537,"score_gpt":0.2056840974960234,"score_spread":0.186475311679128,"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."}}