{"id":"W4386817879","doi":"10.1093/rpd/ncad060","title":"Development of high-throughput systems for biodosimetry","year":2023,"lang":"en","type":"article","venue":"Radiation Protection Dosimetry","topic":"Carcinogens and Genotoxicity Assessment","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada","funders":"","keywords":"Biodosimetry; Dosimetry; Computer science; Sample (material); Throughput; Medical physics; Medicine; Ionizing radiation; Nuclear medicine; Irradiation","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":[0.0003852891,0.000112339,0.0001405065,0.0001843781,0.0001382499,0.00002090444,0.00008112419,0.0001476232,0.000008756444],"category_scores_gemma":[0.00006487031,0.0001173861,0.00007642558,0.0004235694,0.00001983871,0.00000536649,0.00004268393,0.00004457757,0.00001918317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004854623,"about_ca_system_score_gemma":0.0001006162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003440198,"about_ca_topic_score_gemma":0.000004419749,"domain_scores_codex":[0.9990351,0.00003551104,0.0003156193,0.0002744681,0.0001640356,0.0001752766],"domain_scores_gemma":[0.9994811,0.00001248183,0.0001665951,0.0002088374,0.00008583802,0.00004517081],"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":[0.00006844194,0.00004939357,0.0003362611,0.0001406043,0.0001081852,1.527329e-7,0.00006150229,0.001090461,0.9737277,0.0002132926,0.001248533,0.02295549],"study_design_scores_gemma":[0.0005886316,0.000152146,0.007742907,0.0000110071,0.00001415244,0.000002291644,0.000114328,0.001508465,0.933556,0.00002193189,0.05613458,0.0001535721],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8111249,0.0003373179,0.1868856,0.00004961121,0.0005440476,0.0009268855,0.00004568074,0.00004952934,0.00003641936],"genre_scores_gemma":[0.9961528,0.00006617563,0.002439215,0.00002901053,0.0002335526,0.0003258087,0.0003011173,0.00002157605,0.000430702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1850279,"threshold_uncertainty_score":0.4786866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02310993758320888,"score_gpt":0.2774985907465219,"score_spread":0.254388653163313,"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."}}