{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005503018,0.001702418,0.001994739,0.003045505,0.001000934,0.003298286,0.00271355,0.00290803,0.007487285],"category_scores_gemma":[0.006785772,0.001547697,0.001064577,0.002297947,0.0008600254,0.002909438,0.001831195,0.003352113,0.008855274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001611733,"about_ca_system_score_gemma":0.00122904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009278915,"about_ca_topic_score_gemma":0.001357145,"domain_scores_codex":[0.9952702,0.0009760574,0.0003367201,0.001065569,0.002170761,0.0001807771],"domain_scores_gemma":[0.9952344,0.001591809,0.0005579416,0.0006058732,0.001741948,0.000268003],"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":[0.0002648955,0.0003009298,0.001654476,0.001310538,0.0001957444,0.0001615302,0.000311852,0.002619923,0.8627574,0.007212733,0.009065324,0.1141445],"study_design_scores_gemma":[0.00005533725,0.0004287841,0.002992372,0.0002442032,0.0001401361,0.0005103525,0.0000973507,0.02715806,0.8318658,0.004222969,0.1320906,0.0001941012],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0155571,0.005556966,0.9594328,0.001254467,0.0007032485,0.001108248,0.002667711,0.009868443,0.003850907],"genre_scores_gemma":[0.05305608,0.007421595,0.9193803,0.0007678559,0.0003275251,0.002855136,0.006067241,0.0006946861,0.009429637],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007487285,"threshold_uncertainty_score":0.02910304,"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."}}