{"id":"W2076994115","doi":"10.1088/1742-6596/429/1/012026","title":"An impedance-based high-throughput method for evaluating the cytotoxicity of nanoparticles","year":2013,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Nanoparticles: synthesis and applications","field":"Materials Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Faculty of Medicine and Dentistry, University of Alberta","keywords":"Trypan blue; Electrical impedance; Microelectrode; Materials science; Cytotoxicity; Electrode; Biomedical engineering; Nanoparticle; Nanotoxicology; Nanotechnology; Focused Impedance Measurement; Multielectrode array; Optoelectronics; Chemistry; Electrical engineering; Cell; Medicine; In vitro","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001078377,0.0001161151,0.0002990096,0.00001834605,0.0001892523,0.0001469409,0.0004107218,0.00003013948,0.000132857],"category_scores_gemma":[0.0001583988,0.00007306018,0.0001002008,0.0001253176,0.0001973083,0.0007299564,0.0000262376,0.00007122115,0.000008438892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001865558,"about_ca_system_score_gemma":0.0002442836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007041771,"about_ca_topic_score_gemma":0.000008163976,"domain_scores_codex":[0.9986274,0.0002041135,0.0005224354,0.0001377248,0.0003066182,0.0002017157],"domain_scores_gemma":[0.9975773,0.0004487673,0.0007150922,0.0003015672,0.0008895453,0.00006776681],"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":[0.00005455824,0.0001169209,0.00006105455,0.00002176139,0.000009276985,7.77495e-8,0.0003910702,0.0009185989,0.9452209,0.02912815,0.00003565388,0.02404202],"study_design_scores_gemma":[0.0002561618,0.0005917227,0.001021119,0.00004239639,0.00004656374,0.000002163957,0.0006015601,0.006080632,0.9322299,0.05902766,0.00001527015,0.00008482719],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8248152,0.00002121104,0.1738876,0.0009160187,0.00006602978,0.0002537679,0.00002095919,0.000009526142,0.000009696512],"genre_scores_gemma":[0.8852367,0.000004542125,0.1144822,0.00006727373,0.0001248551,0.00006588999,7.461353e-7,0.000009908557,0.000007881257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06042155,"threshold_uncertainty_score":0.2979308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06406551175560568,"score_gpt":0.3549875760481891,"score_spread":0.2909220642925835,"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."}}