{"id":"W2340346818","doi":"10.3389/fmicb.2016.00488","title":"Finite Element Analysis on Nanomechanical Detection of Small Particles: Toward Virus Detection","year":2016,"lang":"en","type":"article","venue":"Frontiers in Microbiology","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Waterloo","keywords":"Finite element method; Materials science; Particle (ecology); Adsorption; Nanotechnology; Layer (electronics); Membrane; Sensitivity (control systems); SIGNAL (programming language); Optoelectronics; Biological system; Chemistry; Structural engineering; Electronic engineering; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000563569,0.000504782,0.0004991895,0.0006759008,0.0002500327,0.0004748466,0.0005184562,0.001218663,0.001339477],"category_scores_gemma":[0.001590076,0.0003481703,0.0006285387,0.0003674711,0.0005960845,0.0004482799,0.0004436606,0.0006111242,0.0003343047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003081347,"about_ca_system_score_gemma":0.000550529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002029328,"about_ca_topic_score_gemma":0.001842274,"domain_scores_codex":[0.9997185,0.00007800619,0.00001453688,0.00004140033,0.0001284695,0.00001908453],"domain_scores_gemma":[0.9993787,0.0003988291,0.00005193714,0.00003523041,0.0001185907,0.00001680168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005113823,0.00007935747,0.0012545,0.0002484508,0.0000328923,0.00009565129,0.000153498,0.8859944,0.0734816,0.007806068,0.0003515469,0.03045088],"study_design_scores_gemma":[0.00000193954,0.00001653861,0.0001539979,0.000008585341,0.000002870326,0.00001223163,0.00001049794,0.9954534,0.003039185,0.0006741707,0.000621738,0.000004823634],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04054081,0.0004711594,0.9561211,0.0002632377,0.00005489849,0.00006252456,0.00006345336,0.0001751253,0.002247634],"genre_scores_gemma":[0.5176744,0.001335271,0.4741113,0.0001696508,0.00004290304,0.0003946151,0.0002149565,0.0001144746,0.005942403],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002029328,"threshold_uncertainty_score":0.004480958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00918379943198129,"score_gpt":0.1982201489069046,"score_spread":0.1890363494749233,"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."}}