{"id":"W2464209936","doi":"10.1093/rpd/ncw160","title":"THE EFFECT OF AN OPTIMIZED IMAGING FLOW CYTOMETRY ANALYSIS TEMPLATE ON SAMPLE THROUGHPUT IN THE REDUCED CULTURE CYTOKINESIS-BLOCK MICRONUCLEUS ASSAY","year":2016,"lang":"en","type":"article","venue":"Radiation Protection Dosimetry","topic":"Carcinogens and Genotoxicity Assessment","field":"Biochemistry, Genetics and Molecular Biology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada","funders":"","keywords":"Micronucleus test; Micronucleus; Binucleated cells; Flow cytometry; Nuclear medicine; Computer science; Biomedical engineering; Chemistry; Biology; Medicine; Molecular biology","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":[0.001307264,0.0001814116,0.0002107748,0.000197662,0.0002400658,0.0000628109,0.0002303055,0.0001303541,0.00001281539],"category_scores_gemma":[0.0003393556,0.0000935438,0.0002167914,0.0008483859,0.00005652426,0.00001508756,0.00003587919,0.0001253859,0.000002927999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007854069,"about_ca_system_score_gemma":0.00002683916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001087788,"about_ca_topic_score_gemma":0.00003111001,"domain_scores_codex":[0.9981739,0.0006892396,0.0003067648,0.0003655614,0.0002519782,0.0002125503],"domain_scores_gemma":[0.9989861,0.0001713347,0.0002184302,0.0005276572,0.00005685502,0.00003958841],"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":[0.0004834656,0.00005722592,0.003055267,0.00000973329,0.0002544275,8.574922e-7,0.00006488889,0.002130484,0.9540032,0.000005025887,0.0001207688,0.03981471],"study_design_scores_gemma":[0.001487581,0.0005955116,0.02494377,0.00001106659,0.0001614045,0.000009156425,0.00006599089,0.003286724,0.9670734,0.00001533289,0.002181258,0.0001687601],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9623643,0.0002578273,0.03587876,0.0004441866,0.0001270334,0.0007895231,0.00006275911,0.00001735507,0.00005827802],"genre_scores_gemma":[0.998835,0.0000959781,0.0005785454,0.00009520815,0.0001481438,0.0001215249,0.00005992968,0.00001657022,0.00004912297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03964595,"threshold_uncertainty_score":0.3814605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005797693504974439,"score_gpt":0.2637773494978261,"score_spread":0.2579796559928516,"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."}}