{"id":"W2406546035","doi":"10.1038/srep26516","title":"The scanning electron microscope in microbiology and diagnosis of infectious disease","year":2016,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":256,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Public Health Agency of Canada","funders":"","keywords":"Scanning electron microscope; Ultrastructure; Transmission electron microscopy; Ebola virus; Bacteria; Electron microscope; Microscopy; Materials science; Microbiology; Virus; Biology; Nanotechnology; Virology; Pathology; Medicine; Composite material; Optics; Anatomy; Physics","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":[0.001243578,0.00006562847,0.0001882927,0.0001124051,0.000104798,0.00001943396,0.00004384858,0.0000306274,0.00001967628],"category_scores_gemma":[0.001506145,0.00003411961,0.00004314301,0.0001446525,0.0007294026,0.00004429487,0.00006871558,0.00007350003,0.000003210717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000468667,"about_ca_system_score_gemma":0.0001087428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004535704,"about_ca_topic_score_gemma":0.0001485091,"domain_scores_codex":[0.9987842,0.0001031355,0.0003360026,0.0003297806,0.00007440848,0.000372406],"domain_scores_gemma":[0.9992989,0.00006784689,0.0001112218,0.0003101114,0.00007132499,0.0001405808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006698527,0.00002577171,0.6647052,0.00001355937,0.000006339121,0.0001489792,0.00001285385,2.378079e-7,0.3273977,0.000008639353,0.004538983,0.003074739],"study_design_scores_gemma":[0.001314692,0.0006945489,0.8084738,0.0006255947,0.00002718066,0.001552674,0.00003241081,0.00000891228,0.09725245,0.003889556,0.08598553,0.0001426779],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954838,0.001357681,0.00001638036,0.002283061,0.0005511941,0.0002134645,0.000002759238,0.000009269123,0.0000824607],"genre_scores_gemma":[0.9986998,0.0003262074,0.00003208981,0.00004932343,0.00002181818,0.00003973615,0.000006774514,0.000005284846,0.0008189233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2301453,"threshold_uncertainty_score":0.2687514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01170541663438316,"score_gpt":0.2976454439775207,"score_spread":0.2859400273431376,"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."}}