{"id":"W2110491770","doi":"10.1039/b607476f","title":"Synthesis, surface functionalization, and properties of freestanding silicon nanocrystals","year":2006,"lang":"en","type":"article","venue":"Chemical Communications","topic":"Silicon Nanostructures and Photoluminescence","field":"Materials Science","cited_by":272,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Surface modification; Materials science; Nanotechnology; Photoluminescence; Silicon; Nanocrystal; Nanoparticle; Chemical engineering; Optoelectronics; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001195844,0.00007814955,0.0001319936,0.0000190504,0.0001351323,0.00003228785,0.000343957,0.00005124262,0.00006765664],"category_scores_gemma":[0.0001650247,0.00006742726,0.00002433445,0.0001249024,0.0003998457,0.00009383221,0.0001676189,0.0000498133,0.000003453357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001910481,"about_ca_system_score_gemma":0.00002751425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002427197,"about_ca_topic_score_gemma":0.00002018088,"domain_scores_codex":[0.9993583,0.00005068307,0.0002444572,0.0001318563,0.0001124568,0.0001022508],"domain_scores_gemma":[0.9990137,0.0001815448,0.00009858194,0.0005624654,0.0001134448,0.00003031039],"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":[0.00000720478,0.00002885827,0.002534771,0.00002910885,0.000001829721,3.918142e-8,0.00004330977,0.00001085192,0.9931239,0.003963066,0.0002322405,0.00002477718],"study_design_scores_gemma":[0.00007324605,0.000003807354,0.0009855283,0.00005578954,0.00001133354,0.000005315187,0.00004780926,0.0002163625,0.997003,0.0007049292,0.0008126831,0.00008022969],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963411,0.002469415,0.00003985139,0.0002874438,0.00003099754,0.0001019986,0.00003072784,0.00003901017,0.0006594371],"genre_scores_gemma":[0.9989704,0.00007223659,0.0008199204,0.00002220518,0.00001659297,0.00001442897,0.00001483646,0.000007716008,0.00006165016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003879023,"threshold_uncertainty_score":0.2749604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02562087218813989,"score_gpt":0.2344378980037031,"score_spread":0.2088170258155632,"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."}}