{"id":"W4285214989","doi":"10.1071/en22030","title":"Metal contaminants of emerging concern in aquatic systems","year":2022,"lang":"en","type":"article","venue":"Environmental Chemistry","topic":"Radioactive element chemistry and processing","field":"Chemistry","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Commonwealth Scientific and Industrial Research Organisation; U.S. Geological Survey; Institut national de la recherche scientifique","keywords":"Context (archaeology); Aquatic ecosystem; Environmental chemistry; Environmental science; Chemistry; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007309703,0.0003244377,0.0004044599,0.001540036,0.00047968,0.00174846,0.0004441466,0.000812432,0.002370541],"category_scores_gemma":[0.0007454092,0.0001437863,0.0002631028,0.001466298,0.0003802072,0.0007691588,0.0007940431,0.0004996693,0.0006603153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009591071,"about_ca_system_score_gemma":0.001153959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003255691,"about_ca_topic_score_gemma":0.006366894,"domain_scores_codex":[0.9993843,0.00009439914,0.00007371146,0.00009947609,0.0002827563,0.00006540159],"domain_scores_gemma":[0.9991764,0.0001155976,0.0001920178,0.00002070994,0.0004558525,0.00003938866],"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":[0.000253007,0.000157995,0.0489627,0.02973655,0.0003799002,0.008521673,0.002670836,0.002713116,0.1775894,0.02232036,0.03490923,0.6717852],"study_design_scores_gemma":[0.000007438704,0.0005225473,0.0388809,0.003103353,0.0002268958,0.005117467,0.002742961,0.000545968,0.0229258,0.007387556,0.9184967,0.00004257976],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1320775,0.7719452,0.007365432,0.008391725,0.0008912007,0.0001498374,0.002324284,0.0002822634,0.07657259],"genre_scores_gemma":[0.3982342,0.5553584,0.01251867,0.003923341,0.0007549913,0.00009338265,0.002258272,0.00005665073,0.02680195],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003255691,"threshold_uncertainty_score":0.007930219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01147578142595834,"score_gpt":0.2216438981229691,"score_spread":0.2101681166970108,"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."}}