{"id":"W26626576","doi":"10.1038/hdy.2015.96","title":"Surface modified silica nanoparticles as emulsifier","year":2012,"lang":"en","type":"dissertation","venue":"Heredity","topic":"Polymer Nanocomposites and Properties","field":"Materials Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nanoparticle; Chemical engineering; Materials science; Nanotechnology; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002204158,0.0002690083,0.0003503302,0.00002645979,0.0001963881,0.0001183146,0.0003266864,0.0002816707,0.00285421],"category_scores_gemma":[0.00002456933,0.000220739,0.00009973051,0.00008042339,0.00005317022,0.0002201105,0.0000460491,0.0001811364,0.002542196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003569041,"about_ca_system_score_gemma":0.00008921573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001221851,"about_ca_topic_score_gemma":0.0002280975,"domain_scores_codex":[0.9984455,0.0001038688,0.0002979127,0.0003458232,0.0003465204,0.0004604274],"domain_scores_gemma":[0.9991463,0.0000549162,0.0001637532,0.000389194,0.00007881943,0.0001670478],"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":[0.0001451399,0.00007640286,0.00009260545,0.00009290415,0.00001101261,0.000002956412,0.001000606,0.00001195377,0.9955227,0.0001277558,0.002204178,0.0007118168],"study_design_scores_gemma":[0.0001449728,0.00004478738,0.0030564,0.0000541957,0.00005298394,0.000004308594,0.000187819,0.00002679777,0.9867947,0.0001832264,0.009141201,0.0003086135],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9688792,0.004682832,6.751787e-7,0.00003983077,0.00303214,0.0002120209,0.00006013933,0.0001455122,0.02294766],"genre_scores_gemma":[0.9685801,0.00003851256,0.00008964179,0.00005186066,0.0004753014,0.00002275543,0.0001495539,0.00003281951,0.03055943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008727974,"threshold_uncertainty_score":0.9982345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02853007207871448,"score_gpt":0.2738383378303231,"score_spread":0.2453082657516086,"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."}}