{"id":"W1973699707","doi":"10.1016/j.talanta.2005.03.018","title":"Trace metal speciation measurements in waters by the liquid binding phase DGT device","year":2005,"lang":"en","type":"article","venue":"Talanta","topic":"Analytical chemistry methods development","field":"Chemistry","cited_by":52,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; Griffith University","keywords":"Diffusive gradients in thin films; Chemistry; Copper; Genetic algorithm; Ethylenediaminetetraacetic acid; Humic acid; Dissolved organic carbon; Metal; Trace metal; Tannic acid; Inorganic chemistry; Metal ions in aqueous solution; Environmental chemistry; Aqueous solution; Chelation; Phase (matter); Physical chemistry; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004862257,0.0005392611,0.0007428558,0.000693161,0.0006818986,0.0007241722,0.001346364,0.001090535,0.00277795],"category_scores_gemma":[0.0008983244,0.0004520648,0.0002868459,0.0005863931,0.0004858308,0.0007495039,0.000602467,0.001163565,0.00286495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005343726,"about_ca_system_score_gemma":0.0005004763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001912214,"about_ca_topic_score_gemma":0.002307038,"domain_scores_codex":[0.999272,0.0001248029,0.00003727619,0.0002307619,0.0002673836,0.00006771891],"domain_scores_gemma":[0.9995804,0.0001910096,0.00003785662,0.00005663026,0.0001045276,0.00002947234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008781318,0.00001557739,0.0002039248,0.00002231218,0.000004310042,0.00001818046,0.00002962888,0.00004059006,0.9958371,0.0001112381,0.0001877873,0.00344155],"study_design_scores_gemma":[0.00001149501,0.00006208252,0.0004100708,0.000002171327,0.000007198927,0.00007292387,0.00001618526,0.001839437,0.9959674,0.00007956802,0.001522813,0.000008663422],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7122836,0.001238408,0.2690001,0.001009919,0.0002753708,0.0002950534,0.003770179,0.004607645,0.007519691],"genre_scores_gemma":[0.814692,0.001301043,0.1568851,0.001002357,0.00006669128,0.0003784875,0.002482668,0.0004701427,0.02272158],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.00277795,"threshold_uncertainty_score":0.009293199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06397941132854518,"score_gpt":0.3276202009198967,"score_spread":0.2636407895913515,"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."}}