{"id":"W2166749989","doi":"10.1007/s00411-008-0186-8","title":"Inter-comparison of models to estimate radionuclide activity concentrations in non-human biota","year":2008,"lang":"en","type":"article","venue":"Radiation and Environmental Biophysics","topic":"Radioactive contamination and transfer","field":"Environmental Science","cited_by":84,"is_retracted":false,"has_abstract":false,"ca_institutions":"Atomic Energy (Canada)","funders":"Natural Environment Research Council","keywords":"Biota; Radionuclide; Organism; Environmental science; Wildlife; Range (aeronautics); Computer science; Ecology; 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":[0.00004886031,0.0001237081,0.0001724928,0.00004732638,0.0001144341,0.00000831376,0.00007683069,0.00004675037,0.0001230424],"category_scores_gemma":[0.000002082721,0.0001315423,0.0000377209,0.0001364888,0.0001830111,0.0003488894,0.00003614839,0.0000832013,0.00004200151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001846433,"about_ca_system_score_gemma":0.000003568065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00018553,"about_ca_topic_score_gemma":0.00005779759,"domain_scores_codex":[0.9992155,0.00003154659,0.0002019103,0.0002393948,0.0001662531,0.0001454351],"domain_scores_gemma":[0.9996927,0.00001999563,0.00005909832,0.0001266916,0.000001276694,0.0001002261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00003061484,0.0005896598,0.3980871,0.000006260908,0.00001364411,0.000002879665,0.004754509,0.01466368,0.5489378,0.0003481088,0.0001149427,0.03245077],"study_design_scores_gemma":[0.0006088099,0.0001042274,0.8648314,0.000007114739,0.000008479275,0.000002190203,0.0001298725,0.0599373,0.07389017,0.00009525769,0.0002153712,0.0001698307],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893514,0.00001210892,0.009053003,0.00009338189,0.0000356352,0.0002477774,0.00002512677,0.00001022312,0.001171344],"genre_scores_gemma":[0.9994553,0.00004548639,0.0002795383,0.00006491334,0.00001102847,0.00001462242,0.00002865149,0.000009784448,0.0000906256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4750476,"threshold_uncertainty_score":0.5364139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01717047363145575,"score_gpt":0.27521090073167,"score_spread":0.2580404271002143,"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."}}