{"id":"W4387545456","doi":"10.1039/d3na00574g","title":"Efficient skin interactions of graphene derivatives: challenge, opportunity or both?","year":2023,"lang":"en","type":"article","venue":"Nanoscale Advances","topic":"Graphene and Nanomaterials Applications","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Deutsche Forschungsgemeinschaft","keywords":"Graphene; Stratum corneum; Photothermal therapy; Penetration (warfare); Drug delivery; Nile red; Materials science; Nanotechnology; Human skin; Biophysics; Chemical engineering; Chemistry; Optics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005905863,0.0003595457,0.0002723358,0.0001231947,0.000219179,0.0006779843,0.0003529416,0.0007902002,0.001694471],"category_scores_gemma":[0.0005598507,0.0001442271,0.0002590061,0.0001032574,0.0004403061,0.001283409,0.0004018689,0.0006873682,0.0005605684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002311696,"about_ca_system_score_gemma":0.0002233699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002616878,"about_ca_topic_score_gemma":0.0006235341,"domain_scores_codex":[0.999764,0.00006070516,0.000007898851,0.00002772788,0.00006663713,0.00007308745],"domain_scores_gemma":[0.9997831,0.00009263541,0.00003007962,0.00002456067,0.00004585151,0.000023786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000217849,0.000111508,0.001094936,0.001529636,0.00008800357,0.000799106,0.0002953887,0.0009231315,0.8857176,0.01192472,0.0042723,0.09302593],"study_design_scores_gemma":[0.00004180055,0.0009624535,0.003524799,0.0001981822,0.0001015866,0.002078601,0.0009097977,0.003252904,0.903421,0.005027824,0.08042222,0.00005883747],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.72343,0.1702345,0.04473575,0.02785484,0.001033605,0.0001828438,0.000436605,0.0003680845,0.03172378],"genre_scores_gemma":[0.941435,0.04037059,0.01009167,0.001435401,0.0001366583,0.00007612289,0.0001340785,0.00003910161,0.006281313],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.001694471,"threshold_uncertainty_score":0.005668581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0253493071365555,"score_gpt":0.280083817230701,"score_spread":0.2547345100941455,"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."}}