{"id":"W4229011489","doi":"10.1093/mtomcs/mfac032","title":"X-ray fluorescence microscopy methods for biological tissues","year":2022,"lang":"en","type":"review","venue":"Metallomics","topic":"Medical Imaging Techniques and Applications","field":"Medicine","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"National Institute of General Medical Sciences; National Institutes of Health; U.S. Department of Energy","keywords":"Fluorescence microscope; Microscopy; Fluorescence; Nanotechnology; Biophysics; Chemistry; Materials science; Biology; Optics; 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":[0.001125547,0.0003459078,0.00185315,0.0001214702,0.0001318489,0.00002627529,0.0004457326,0.0002824984,0.0007923044],"category_scores_gemma":[0.0007256825,0.0002404481,0.0007616501,0.0002895391,0.0001688715,0.00001556324,0.0002251632,0.0006195622,0.00003244396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001280064,"about_ca_system_score_gemma":0.0002249071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000499327,"about_ca_topic_score_gemma":5.123163e-8,"domain_scores_codex":[0.9981487,0.0002058117,0.0006232949,0.0005704808,0.0001348043,0.0003168976],"domain_scores_gemma":[0.9981421,0.0007141307,0.0002466675,0.0006719425,0.00003954141,0.0001856483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006007816,0.00009879134,2.586767e-7,0.003265002,0.0001094392,0.000003875861,0.000005991719,9.748137e-9,0.0002880478,0.0009211719,0.00736824,0.9879332],"study_design_scores_gemma":[0.0001255326,0.0001491648,9.440179e-8,0.0008654261,0.001194155,0.00006426202,0.000004431848,0.00008266009,0.00009550341,0.0003926288,0.9967924,0.00023376],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[5.106247e-7,0.9069357,0.08975045,0.0003073774,0.0001837104,0.002240786,0.0001085772,0.0002215636,0.000251353],"genre_scores_gemma":[2.574888e-8,0.5252653,0.4720692,0.0001710799,0.0001158854,0.001241904,0.0005024883,0.00003757103,0.0005965249],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9894242,"threshold_uncertainty_score":0.980519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2141543863693531,"score_gpt":0.5217842409437795,"score_spread":0.3076298545744264,"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."}}