{"id":"W3042448792","doi":"10.1080/09553002.2020.1793022","title":"From tangled banks to toxic bunnies; a reflection on the issues involved in developing an ecosystem approach for environmental radiation protection","year":2020,"lang":"en","type":"article","venue":"International Journal of Radiation Biology","topic":"Radioactive contamination and transfer","field":"Environmental Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Department of Health and Social Care; National Institute for Health and Care Research","keywords":"Reflection (computer programming); Ecosystem; Radiation protection; Environmental science; Business; Radiation exposure; Environmental resource management; Environmental planning; Computer science; Ecology; Biology; Medicine; Nuclear medicine","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":[0.0003721275,0.0001087738,0.0001460307,0.0001292435,0.00006152666,0.00003861173,0.0002598256,0.00008523178,0.000175598],"category_scores_gemma":[0.0001417156,0.0000858644,0.00006078282,0.0001489827,0.00002146253,0.0003107702,0.00001748796,0.0001388947,0.0000251596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006983606,"about_ca_system_score_gemma":0.00001875612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006249975,"about_ca_topic_score_gemma":0.0001077997,"domain_scores_codex":[0.9988298,0.0002267198,0.0003851122,0.0002195819,0.0002309172,0.0001078852],"domain_scores_gemma":[0.9995232,0.00009511832,0.0002249698,0.00006217624,0.00002666725,0.00006786398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003033322,0.0005739787,0.08677359,0.00001068796,0.0003619412,0.000006626682,0.01542791,0.03647184,0.3409196,0.003455894,0.00146574,0.5114988],"study_design_scores_gemma":[0.006016518,0.003067578,0.6067786,0.00005554006,0.00004786154,0.0000281289,0.00235404,0.1397309,0.1192024,0.001755522,0.1202611,0.0007018895],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8320703,0.00002707628,0.1513977,0.01532113,0.0004163062,0.000553005,0.00004035594,0.00001141002,0.0001627705],"genre_scores_gemma":[0.996056,0.00004039326,0.001499387,0.00175081,0.0004832322,0.00006864616,0.0000767587,0.0000103104,0.00001444713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.520005,"threshold_uncertainty_score":0.3501449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04070066200650213,"score_gpt":0.2867043924293001,"score_spread":0.2460037304227979,"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."}}