{"id":"W3005166298","doi":"10.1016/j.scitotenv.2020.137118","title":"Dissolved organic matter controls of arsenic bioavailability to bacteria","year":2020,"lang":"en","type":"article","venue":"The Science of The Total Environment","topic":"Arsenic contamination and mitigation","field":"Environmental Science","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Bioavailability; Dissolved organic carbon; Environmental chemistry; Arsenic; Chemistry; Organic matter; Biology; Organic chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004870048,0.00009376859,0.0001251705,0.0000105,0.000135309,0.00001100807,0.0006743462,0.00001895423,0.009141667],"category_scores_gemma":[0.0001125471,0.00005407367,0.00006847299,0.0002866427,0.001086949,0.0001277863,0.0007277592,0.00006394769,0.001013994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001251214,"about_ca_system_score_gemma":0.00001684701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003208575,"about_ca_topic_score_gemma":0.000001419309,"domain_scores_codex":[0.9987139,0.00006375233,0.000256227,0.0002597799,0.0005242581,0.0001820482],"domain_scores_gemma":[0.999222,0.00004135673,0.0001515398,0.0004737097,0.000004630268,0.0001067067],"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":[0.00001533878,0.00003281526,0.0008755625,0.000002356216,0.000003111928,4.827924e-8,0.001122383,0.00159716,0.9955487,0.00003880101,0.0001467363,0.0006170106],"study_design_scores_gemma":[0.0002184403,0.00009972677,0.5474641,0.000007681907,0.00002188192,0.000001858748,0.0003041217,0.001916505,0.4493879,0.0001204992,0.0003484559,0.0001087743],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987826,0.000003487622,0.000178104,0.01019826,0.00007104838,0.0004344784,0.00001122059,0.000006001833,0.00127137],"genre_scores_gemma":[0.9988567,0.000001873792,0.0002433521,0.0003197904,0.00001010541,0.000008035718,5.241158e-7,0.000005269054,0.000554307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5465885,"threshold_uncertainty_score":0.9997638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0079273574449564,"score_gpt":0.1933389310180737,"score_spread":0.1854115735731173,"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."}}