{"id":"W2951582266","doi":"10.3390/bioengineering6020052","title":"A Multidisciplinary Approach toward High Throughput Label-Free Cytotoxicity Monitoring of Superparamagnetic Iron Oxide Nanoparticles","year":2019,"lang":"en","type":"article","venue":"Bioengineering","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Viability assay; Cytotoxicity; Cell growth; Chemistry; Nanoparticle; Cell; Nanotechnology; In vitro; Biophysics; Biochemistry; Materials science; Biology","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":[0.0008255958,0.0009459209,0.0008946681,0.001037154,0.0003967843,0.0009850214,0.000920001,0.001215542,0.0003802085],"category_scores_gemma":[0.0006068569,0.0004368334,0.0006705802,0.0004421886,0.000492782,0.0009720831,0.001091978,0.0009199449,0.0003415133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005789273,"about_ca_system_score_gemma":0.0004113911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000266532,"about_ca_topic_score_gemma":0.000474493,"domain_scores_codex":[0.9988592,0.0001684049,0.00007554769,0.00029018,0.0005400548,0.00006674057],"domain_scores_gemma":[0.9995344,0.000100394,0.0001024016,0.00007386674,0.0001600455,0.00002898155],"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":[0.00002499866,0.00002694725,0.0001680845,0.0001050266,0.000008538779,0.00005270474,0.00003732468,0.000501633,0.9910191,0.0004332384,0.00003242604,0.007590041],"study_design_scores_gemma":[0.000004410498,0.0001954908,0.0005026266,0.00001031836,0.00002066107,0.0002195601,0.00002322081,0.007350193,0.9895353,0.000347313,0.001773247,0.00001778357],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2671435,0.005843627,0.721577,0.000621305,0.0002026084,0.000408084,0.0002669556,0.0008049238,0.003132091],"genre_scores_gemma":[0.4874119,0.005819072,0.4990264,0.0003682958,0.000134023,0.0007966357,0.000355934,0.00008756614,0.006000175],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001215542,"threshold_uncertainty_score":0.004366219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01717554694654442,"score_gpt":0.2106432634496936,"score_spread":0.1934677165031492,"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."}}