{"id":"W4386799026","doi":"10.1007/s42114-023-00738-w","title":"Two-dimensional superlattice films of gold nanoparticle-polystyrene composites: a bioactive platform for bone homeostasis maintenance","year":2023,"lang":"en","type":"article","venue":"Advanced Composites and Hybrid Materials","topic":"Bone Tissue Engineering Materials","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"National Key Research and Development Program of China; Young Scientists Fund; Government of Jiangsu Province; Natural Science Foundation of Jiangsu Province; National Natural Science Foundation of China","keywords":"Nanoparticle; Materials science; Superlattice; Nanotechnology; Chemistry; Optoelectronics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002338927,0.0003373702,0.0007191215,0.0001695354,0.00008057004,0.0000733035,0.0001463628,0.00005038725,0.00005029261],"category_scores_gemma":[0.00003318319,0.0003358488,0.00006948868,0.0002098756,0.00008599821,0.0002996444,0.0001027918,0.00005686453,0.00002874137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003512281,"about_ca_system_score_gemma":0.000009561894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002954045,"about_ca_topic_score_gemma":0.000002627565,"domain_scores_codex":[0.998355,0.00002014343,0.0005942881,0.0003255502,0.0001672929,0.0005376669],"domain_scores_gemma":[0.9990936,0.0003008601,0.0001054817,0.0002889206,0.00008960677,0.0001215307],"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":[0.0002156294,0.00002519895,0.000008828428,0.0004116817,0.0001019105,0.00001748706,0.0001046231,0.04623718,0.9510717,0.0005416453,0.0004289094,0.0008351806],"study_design_scores_gemma":[0.001500244,0.0001681349,0.0003067478,0.0002191243,0.00006339265,0.00005670293,0.0000350318,0.01211615,0.9840874,0.0004394106,0.0006209008,0.0003867293],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954683,0.0009133812,0.000455896,0.00005547086,0.0007353532,0.0005788712,0.001212658,0.0005502465,0.00002982831],"genre_scores_gemma":[0.9841895,0.0001308654,0.01503288,0.0000266642,0.00007161585,0.00015116,0.0002174887,0.00009488333,0.00008490592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03412104,"threshold_uncertainty_score":0.9999093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01101887504528368,"score_gpt":0.2278200064819385,"score_spread":0.2168011314366549,"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."}}