{"id":"W2579910018","doi":"10.4103/2041-9414.198912","title":"The Application of Imaging Flow Cytometry to High-Throughput Biodosimetry","year":2017,"lang":"en","type":"review","venue":"Genome Integrity","topic":"Carcinogens and Genotoxicity Assessment","field":"Biochemistry, Genetics and Molecular Biology","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada","funders":"Health Canada; International Atomic Energy Agency","keywords":"Biodosimetry; Dicentric chromosome; Dosimetry; Ionizing radiation; Medical physics; Nuclear medicine; Medicine; Biology; Chromosome; Physics; Irradiation; Genetics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001385186,0.001039846,0.001427351,0.00495005,0.0003241233,0.001670372,0.001135815,0.001362929,0.003219089],"category_scores_gemma":[0.001643928,0.0005515994,0.0008859763,0.003424463,0.0008453143,0.001954971,0.0008781115,0.002368711,0.001999509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001095235,"about_ca_system_score_gemma":0.001303335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001201456,"about_ca_topic_score_gemma":0.001316075,"domain_scores_codex":[0.9993634,0.00009404349,0.00006786644,0.000125385,0.000300513,0.00004888632],"domain_scores_gemma":[0.9989589,0.000519687,0.000101673,0.00004498128,0.0003286737,0.00004599706],"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":[0.00006575604,0.0001032232,0.0006321463,0.0219836,0.0001261696,0.0003244677,0.0001085683,0.0009768583,0.01347266,0.01015313,0.02221959,0.9298338],"study_design_scores_gemma":[0.000009719442,0.00009397361,0.001091991,0.001797526,0.0001122811,0.001322973,0.00006121467,0.0004226828,0.008459602,0.003330512,0.9832472,0.00005047045],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004454044,0.9926819,0.00276953,0.0005390674,0.0004889871,0.00002702541,0.00006345665,0.0000548668,0.002929825],"genre_scores_gemma":[0.00180544,0.994397,0.00182665,0.0003247273,0.0002511287,0.00003725608,0.00009319017,0.000008307883,0.001256356],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00495005,"threshold_uncertainty_score":0.01076895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04383380357933389,"score_gpt":0.3789372539308852,"score_spread":0.3351034503515513,"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."}}