{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002371871,0.0001204529,0.0001627472,0.0001713208,0.0001843716,0.00002841976,0.00005890893,0.0001144154,0.000007204192],"category_scores_gemma":[0.000009876887,0.0001011411,0.00001660017,0.0003445103,0.0004387474,0.00007807482,0.00002982684,0.0003103942,0.000002600887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003324335,"about_ca_system_score_gemma":0.0000173492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005593951,"about_ca_topic_score_gemma":0.0000227678,"domain_scores_codex":[0.9991367,0.00003676147,0.0001477587,0.000199475,0.0001344963,0.0003447403],"domain_scores_gemma":[0.9996209,0.00003980732,0.00001581894,0.0001366444,0.00008729398,0.00009949545],"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":[0.000072218,0.0000243976,0.0002770328,0.00007924473,0.00001307391,0.00000575505,0.00004456615,5.62915e-7,0.9969547,0.0000236155,0.00005588656,0.00244898],"study_design_scores_gemma":[0.0002062564,0.0008823861,0.000862729,0.00004122746,0.000004333166,0.0001317569,0.00002072268,0.000109558,0.9963263,0.0002409909,0.001062692,0.0001110178],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937953,0.001538779,0.004074424,0.00003000727,0.00001114325,0.0002800071,0.000005595931,0.0001232028,0.000141504],"genre_scores_gemma":[0.9944646,0.002316346,0.003075159,0.000006019513,0.00001792027,0.0000311845,0.000001254651,0.00002680467,0.00006071907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002337962,"threshold_uncertainty_score":0.4124416,"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."}}