{"id":"W2914310601","doi":"10.1071/en18202","title":"Assessment of labilities of metal complexes with the dynamic ion exchange technique","year":2019,"lang":"en","type":"article","venue":"Environmental Chemistry","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Lability; Chemistry; Metal; Elution; Ion-exchange resin; Ligand (biochemistry); Metal ions in aqueous solution; Ion exchange; Chelation; Bioavailability; Environmental chemistry; Effluent; Inorganic chemistry; Chromatography; Ion; Organic chemistry","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":[],"category_scores_codex":[0.0002485836,0.0001366317,0.0001814268,0.000007444082,0.00004275686,0.000004956019,0.0002310863,0.00005297361,0.009112635],"category_scores_gemma":[0.000001162532,0.00009265997,0.00006450986,0.00005758837,0.0005350721,0.00008453983,0.000196908,0.0001220314,0.00003092254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001977428,"about_ca_system_score_gemma":0.000008342959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007252114,"about_ca_topic_score_gemma":0.000007758169,"domain_scores_codex":[0.998975,0.00005567173,0.0002108989,0.0002106209,0.000397714,0.0001500356],"domain_scores_gemma":[0.9993873,0.00004026464,0.0001724616,0.0003631145,0.000001243317,0.00003557488],"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":[0.00001117424,0.0001825655,0.03589606,0.00009105382,0.00002074913,4.582099e-7,0.0002304769,0.0002738358,0.9631294,0.00002181211,0.00004377234,0.00009864243],"study_design_scores_gemma":[0.0002979096,0.0001364692,0.173879,0.00002293757,0.00002249504,0.00000980894,0.0009889913,0.0001400214,0.8214122,0.00006357179,0.002871553,0.0001550298],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890004,0.000027667,0.0002931144,0.0001361318,0.00001643852,0.0003115312,0.00008117795,0.00001143235,0.01012211],"genre_scores_gemma":[0.9961698,0.00001335691,0.0009209421,0.00003047619,0.000006508577,0.00004304921,0.00003596472,0.00001064678,0.002769246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1417172,"threshold_uncertainty_score":0.9917932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006895991381291995,"score_gpt":0.2327012732058855,"score_spread":0.2258052818245935,"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."}}