{"id":"W4416656454","doi":"10.5256/f1000research.13236.r25106","title":"Referee report. For: Accurate cytogenetic biodosimetry through automated dicentric chromosome curation and metaphase cell selection [version 1; referees: 2 approved]","year":2017,"lang":"en","type":"article","venue":"Faculty of 1000 Research Ltd","topic":"Carcinogens and Genotoxicity Assessment","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Biodosimetry; Dicentric chromosome; Metaphase; Chromosome; Selection (genetic algorithm); Cytogenetics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00696905,0.001071711,0.001486067,0.004860092,0.003892821,0.002768669,0.003439168,0.006155999,0.5466804],"category_scores_gemma":[0.0647154,0.0008904367,0.001313386,0.003039264,0.0008720281,0.002271406,0.002839789,0.003387094,0.3011371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00313552,"about_ca_system_score_gemma":0.004189905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0201926,"about_ca_topic_score_gemma":0.03505469,"domain_scores_codex":[0.9937426,0.0007853922,0.00082269,0.0006986236,0.00356291,0.0003877404],"domain_scores_gemma":[0.9112111,0.01010277,0.001225134,0.005344927,0.07014042,0.001975623],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000167711,0.00001905007,0.0000473024,0.00006914928,0.000002948325,0.0000500606,0.00002319144,0.00001581347,0.0005862422,0.000265121,0.9919387,0.006965741],"study_design_scores_gemma":[0.00003952899,0.00003604992,0.001313639,0.0001017219,0.00001486559,0.0001612862,0.00008029825,0.00013087,0.001293796,0.00102233,0.995755,0.00005068682],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.002503342,0.005284028,0.03199153,0.1607547,0.3868194,0.006580395,0.09920068,0.01841005,0.2884558],"genre_scores_gemma":[0.007493262,0.002101267,0.01633046,0.02782124,0.02022802,0.002251,0.03056799,0.00411268,0.8890942],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.993031,"threshold_uncertainty_score":0.6466054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0560571051293535,"score_gpt":0.3931058910680872,"score_spread":0.3370487859387337,"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."}}