{"id":"W6986754224","doi":"","title":"From radiation to air pollution: Infrastructural manoeuvring within citizen environmental monitoring","year":2024,"lang":"en","type":"article","venue":"VU Research Portal","topic":"Radioactive contamination and transfer","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athena Sustainable Materials Institute","funders":"","keywords":"Environmental monitoring; Radiation monitoring; Air pollution; Work (physics); Air monitoring; Environmental data; Environmental impact assessment","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004001174,0.0001258164,0.00009518166,0.0001514323,0.0002071005,0.0001138347,0.0002011338,0.00006255379,0.007551836],"category_scores_gemma":[0.00003139105,0.0001197872,0.00005282604,0.0003548111,0.0001456468,0.0004854169,0.0001199337,0.0003455496,0.001877775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003968599,"about_ca_system_score_gemma":0.00002194303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005151636,"about_ca_topic_score_gemma":0.00004030042,"domain_scores_codex":[0.99804,0.00009396504,0.0001925511,0.0004374993,0.0008692196,0.0003668321],"domain_scores_gemma":[0.9995095,0.00006458221,0.00001267445,0.0001804632,0.000004680598,0.0002281637],"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":[0.0001414417,0.0001260805,0.226608,0.00003099617,0.0002163018,0.000911228,0.01582251,0.007870078,0.4765292,0.001937711,0.02067614,0.2491303],"study_design_scores_gemma":[0.0002209228,0.00007693389,0.9453745,0.00003595548,0.000007754645,0.00001244594,0.00104668,0.001384726,0.03641909,0.0005139377,0.01471043,0.0001965852],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846982,0.0001017889,0.0004759764,0.0008747745,0.0005750854,0.0002848401,0.000052163,0.0000804943,0.01285671],"genre_scores_gemma":[0.9970021,0.00001740295,0.0003939861,0.00005511021,0.0004525135,0.00004125798,0.00003354528,0.00002225304,0.001981792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7187666,"threshold_uncertainty_score":0.9988994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02380251084142519,"score_gpt":0.3157501176646996,"score_spread":0.2919476068232744,"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."}}