{"id":"W3140111409","doi":"10.3390/radiation1020008","title":"Automated Cytogenetic Biodosimetry at Population-Scale","year":2021,"lang":"en","type":"article","venue":"Radiation","topic":"Carcinogens and Genotoxicity Assessment","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University; Canadian Nuclear Laboratories; Health Canada; Cytodiagnostics (Canada); Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Centres of Excellence","keywords":"Biodosimetry; Dicentric chromosome; Population; Triage; Nuclear medicine; Ionizing radiation; Medicine; Computer science; Biology; Chromosome; Physics; Emergency medicine; 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":[0.000924726,0.0003914659,0.0003797963,0.001092565,0.0002787622,0.0006708595,0.0004528243,0.0002340677,0.003560292],"category_scores_gemma":[0.002290935,0.0002654838,0.0002398981,0.0009059518,0.0002982157,0.0003714185,0.0005817057,0.0002860119,0.0007975898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005453156,"about_ca_system_score_gemma":0.0004613837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003928077,"about_ca_topic_score_gemma":0.00548749,"domain_scores_codex":[0.9992974,0.0001293396,0.00003450009,0.0002368615,0.0002684853,0.00003337587],"domain_scores_gemma":[0.9987281,0.0003904907,0.0001866056,0.0002408894,0.0004145014,0.00003937669],"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":[0.0008935126,0.0001470549,0.2317627,0.0002111791,0.0001368151,0.0001381501,0.0007927162,0.05949685,0.4327451,0.002003279,0.001985967,0.2696868],"study_design_scores_gemma":[0.00009434614,0.0008217383,0.3819149,0.00004013855,0.000149464,0.0006067271,0.0004527748,0.2757665,0.3244047,0.003847227,0.01179868,0.0001028111],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7322866,0.0002442196,0.256813,0.00006312216,0.00002048616,0.0002478219,0.001880712,0.002730327,0.005713639],"genre_scores_gemma":[0.8295792,0.0002168666,0.165345,0.00003432872,0.00001241012,0.0002359261,0.001910707,0.0001663046,0.002499378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003928077,"threshold_uncertainty_score":0.01191038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006195877721239672,"score_gpt":0.25696149203325,"score_spread":0.2507656143120103,"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."}}