{"id":"W3010504146","doi":"10.1016/j.msec.2020.110812","title":"Co-incorporation of graphene oxide/silver nanoparticle into poly-L-lactic acid fibrous: A route toward the development of cytocompatible and antibacterial coating layer on magnesium implants","year":2020,"lang":"en","type":"article","venue":"Materials Science and Engineering C","topic":"Graphene and Nanomaterials Applications","field":"Engineering","cited_by":114,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan; University of Victoria","funders":"Luonnontieteiden ja Tekniikan Tutkimuksen Toimikunta; Universiti Teknologi Malaysia; Islamic Azad University; Natural Sciences and Engineering Research Council of Canada; Saskatchewan Health Research Foundation","keywords":"Materials science; Coating; Antibacterial activity; Graphene; Silver nanoparticle; Electrospinning; Chemical engineering; Corrosion; Magnesium alloy; Nanoparticle; Magnesium; Alloy; Simulated body fluid; Chitosan; Polyester; Substrate (aquarium); Nuclear chemistry; Composite material; Nanotechnology; Metallurgy; Bacteria; Polymer; Scanning electron microscope; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003300114,0.0001343382,0.0002157919,0.00008061876,0.0001013325,0.00008318868,0.000140391,0.00004231769,0.00001018399],"category_scores_gemma":[0.00002835718,0.0001068571,0.00001222298,0.0002971728,0.00008984443,0.0002152779,0.00004159005,0.00003562345,0.000003356999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000162046,"about_ca_system_score_gemma":0.00003795874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002642389,"about_ca_topic_score_gemma":0.000002424172,"domain_scores_codex":[0.9990821,0.00001113806,0.0003610367,0.0001705429,0.0001876294,0.0001874904],"domain_scores_gemma":[0.9996555,0.00002317792,0.00008042926,0.0001206894,0.00004557678,0.00007458011],"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":[0.00002059167,0.000007462696,0.0004601298,0.0002392112,0.000006647917,2.356994e-7,0.001495603,0.0001464381,0.9972098,0.0001592269,0.000007289712,0.0002473494],"study_design_scores_gemma":[0.000189455,0.00005828624,0.02145176,0.00003392138,0.00001023885,0.000002613974,0.000112286,0.001132163,0.9768428,0.00001941125,0.00003166066,0.0001153993],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987187,0.00006425351,0.0007115632,0.00006026168,0.0001486896,0.0001951512,0.00002276286,0.00006537327,0.00001326206],"genre_scores_gemma":[0.9965333,0.00000936174,0.00335011,0.00001809996,0.00004149551,0.00002781785,0.000005972285,0.00001360343,2.895745e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02099163,"threshold_uncertainty_score":0.4357504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01908732191687892,"score_gpt":0.225619637779277,"score_spread":0.206532315862398,"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."}}