{"id":"W2053012821","doi":"10.1002/jemt.20614","title":"Rapid detection of microorganisms with nanoparticles and electron microscopy","year":2008,"lang":"en","type":"article","venue":"Microscopy Research and Technique","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Biotechnology Research Institute; McGill University","funders":"","keywords":"Rhodococcus rhodochrous; Nanoparticle; Raman spectroscopy; Scanning electron microscope; Chemistry; Colloidal gold; Microorganism; Sodium borohydride; Nuclear chemistry; Electron microscope; Materials science; Chromatography; Nanotechnology; Bacteria; Rhodococcus; Biochemistry; Biology; 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":[0.0005573935,0.0004774109,0.0003778662,0.0007900429,0.0002123945,0.0003774267,0.0005494588,0.0006856086,0.001780727],"category_scores_gemma":[0.0005612725,0.0003826233,0.0002426529,0.0002992512,0.0003403354,0.0007725603,0.0006637536,0.0008194978,0.001099084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002214305,"about_ca_system_score_gemma":0.000154438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002651213,"about_ca_topic_score_gemma":0.0007115839,"domain_scores_codex":[0.999649,0.00005521185,0.00002304415,0.00007045902,0.0001666627,0.00003553876],"domain_scores_gemma":[0.9996852,0.0001259665,0.00003657604,0.00004122643,0.00008149385,0.0000295931],"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":[0.00002452042,0.00001222675,0.0001475159,0.0001183771,0.000005704052,0.00005206799,0.00001100356,0.00005740301,0.9931264,0.0004702932,0.0002295759,0.005745012],"study_design_scores_gemma":[0.00001063296,0.0001354077,0.002069239,0.00003196544,0.00001176724,0.0006917493,0.00003234652,0.002430034,0.983117,0.0005531177,0.0108988,0.00001790783],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.290549,0.01885333,0.6630489,0.0009297779,0.0005865847,0.0006168503,0.001169198,0.003515415,0.02073087],"genre_scores_gemma":[0.3771614,0.01069771,0.5958146,0.0006012314,0.0001524353,0.0005959956,0.001149892,0.0001563095,0.01367035],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001780727,"threshold_uncertainty_score":0.005957127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01617783464505428,"score_gpt":0.2834029917505356,"score_spread":0.2672251571054813,"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."}}