{"id":"W2166042664","doi":"10.1039/c2em10764c","title":"Arsenic speciation in freshwater snails and its life cycle variation","year":2011,"lang":"en","type":"article","venue":"Journal of Environmental Monitoring","topic":"Arsenic contamination and mitigation","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada; University of British Columbia","funders":"University of British Columbia; University of Crete","keywords":"Genetic algorithm; Arsenobetaine; Arsenic; Environmental chemistry; Snail; Inductively coupled plasma mass spectrometry; Biology; Chemistry; Zoology; Mass spectrometry; Ecology; Chromatography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.000164947,0.0001344335,0.0001729186,0.0007369744,0.0003717972,0.0003359797,0.0001658193,0.000158733,0.000629164],"category_scores_gemma":[0.0003824607,0.0001563308,0.0001160502,0.0004518155,0.0003112977,0.0001278908,0.0002580529,0.0001073309,0.0001426267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006097836,"about_ca_system_score_gemma":0.0003423419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02215404,"about_ca_topic_score_gemma":0.06815868,"domain_scores_codex":[0.9998753,0.00002164804,0.000009888762,0.0000369445,0.00003363197,0.00002261883],"domain_scores_gemma":[0.9996661,0.00003955439,0.00008523378,0.00001541749,0.0001363687,0.00005741124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004965583,0.00003635782,0.5523921,0.00005843922,0.00007108279,0.0002023016,0.0009552878,0.0001773578,0.437389,0.00005333632,0.000102119,0.00806622],"study_design_scores_gemma":[0.000001814603,0.00009283681,0.9955323,0.000001976454,0.000008915474,0.0001223968,0.0002070901,0.0000921393,0.003562125,0.00001607785,0.000357161,0.000005133572],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992893,0.0000906653,0.00008376138,0.000005983755,6.189118e-7,0.000003742539,0.0001532462,0.000003766328,0.0003688741],"genre_scores_gemma":[0.9985313,0.0001450174,0.0002166645,0.000008520904,9.087125e-7,0.000007685634,0.0004545,0.000003741991,0.0006316209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02215404,"threshold_uncertainty_score":0.04405016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01506456596511195,"score_gpt":0.2035876200701805,"score_spread":0.1885230541050685,"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."}}