{"id":"W4410188782","doi":"10.1039/d5en00210a","title":"Antibacterial efficacy of light-activated graphene oxide nanoparticles and nanochitosan in water","year":2025,"lang":"en","type":"article","venue":"Environmental Science Nano","topic":"Graphene and Nanomaterials Applications","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Graphene; Oxide; Nanoparticle; Materials science; Nanotechnology; Chemical engineering; Metallurgy","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":[0.0001677995,0.0001034726,0.0001357153,0.0001833562,0.0000820824,0.00002610811,0.0001607581,0.00003734194,0.00003262474],"category_scores_gemma":[0.00000483343,0.0000833942,0.00002101636,0.0003453719,0.0002787107,0.0001796132,0.00006234785,0.00003162739,0.000007086926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003290948,"about_ca_system_score_gemma":0.00000757043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002231178,"about_ca_topic_score_gemma":0.000004554499,"domain_scores_codex":[0.999204,0.00001541168,0.0002182825,0.0002028063,0.0001128275,0.0002466459],"domain_scores_gemma":[0.9997497,0.00001549482,0.00001708548,0.0001689525,0.000001750161,0.00004699058],"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":[0.00001472456,0.00005563021,0.005106292,0.000007760799,0.000004125065,4.680713e-7,0.0001146033,0.00004924675,0.9939862,0.0001256354,0.000005090835,0.0005302354],"study_design_scores_gemma":[0.0003149971,0.00001293191,0.1984352,0.00001475543,0.000004137113,8.067568e-7,0.0000309201,0.00002109588,0.8007883,0.00009485236,0.0002063822,0.00007564559],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992871,0.00006221108,0.000007562107,0.00004030894,0.0001260258,0.0001610125,0.000005179706,0.00003596694,0.0002746595],"genre_scores_gemma":[0.9996994,0.00006564212,0.0001853999,0.00001024826,0.000006268095,0.00001461854,0.000003816778,0.000006777091,0.000007856141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1933289,"threshold_uncertainty_score":0.3400717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003352865241789236,"score_gpt":0.1902281468670251,"score_spread":0.1868752816252358,"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."}}