{"id":"W2467221151","doi":"10.1093/rpd/ncw161","title":"Radiation Dose Estimation by Automated Cytogenetic Biodosimetry","year":2016,"lang":"en","type":"article","venue":"Radiation Protection Dosimetry","topic":"Carcinogens and Genotoxicity Assessment","field":"Biochemistry, Genetics and Molecular Biology","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nuclear Laboratories; Health Canada; Cytodiagnostics (Canada); Western University","funders":"","keywords":"Biodosimetry; Dicentric chromosome; Mass Casualty; Ionizing radiation; Calibration curve; Nuclear medicine; Triage; Calibration; Metaphase; Radiation; Radiation dose; Medicine; Biology; Chromosome; Irradiation; Physics; Optics; Mathematics; Statistics; Karyotype; Genetics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001939537,0.001100705,0.001066299,0.005411974,0.0005253128,0.001222334,0.001441064,0.000827093,0.01013338],"category_scores_gemma":[0.004137503,0.0006632759,0.0005358784,0.002455944,0.0004866424,0.0008926424,0.001114514,0.0009173737,0.003852171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007492501,"about_ca_system_score_gemma":0.0005819266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001690023,"about_ca_topic_score_gemma":0.003458427,"domain_scores_codex":[0.9979943,0.0002705758,0.0001798146,0.0005173644,0.0009510234,0.00008699307],"domain_scores_gemma":[0.9963928,0.0007931973,0.0004711262,0.0006920763,0.001586678,0.00006415023],"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":[0.0005376554,0.0001131183,0.01438444,0.0005049558,0.000085471,0.0001534855,0.0003336986,0.005165451,0.7656233,0.001843794,0.002635512,0.2086191],"study_design_scores_gemma":[0.00006085779,0.0005760535,0.05643002,0.000130665,0.0001334661,0.0009657813,0.0002303031,0.06941703,0.8429663,0.00235269,0.02650599,0.0002307771],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1922356,0.001507397,0.776618,0.0001473171,0.0001633983,0.0007085659,0.003765843,0.01374397,0.01110991],"genre_scores_gemma":[0.3222413,0.002572278,0.6499972,0.000162058,0.00005992429,0.001270793,0.005743444,0.001688871,0.01626413],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01013338,"threshold_uncertainty_score":0.03389955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007736228819465198,"score_gpt":0.2567054068350618,"score_spread":0.2489691780155966,"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."}}