{"id":"W3164636568","doi":"10.1039/d1ew00145k","title":"Performance of the HSDM to predict competitive uptake of PFAS, NOM and inorganic anions by suspended ion exchange processes","year":2021,"lang":"en","type":"article","venue":"Environmental Science Water Research & Technology","topic":"Per- and polyfluoroalkyl substances research","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; University of British Columbia","funders":"RES’EAU-WaterNET; Natural Sciences and Engineering Research Council of Canada","keywords":"Ion exchange; Diffusion; Chemistry; Ion; Environmental chemistry; Organic chemistry; Thermodynamics; Physics","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":[0.0006473032,0.0005715562,0.0005059526,0.00028957,0.0002484017,0.0005077493,0.0004681149,0.0006023349,0.0009361383],"category_scores_gemma":[0.001011279,0.0002056537,0.0005841784,0.0001449241,0.0001366833,0.0002273961,0.0002682224,0.0003531503,0.0002922888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005936465,"about_ca_system_score_gemma":0.0006624556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01518266,"about_ca_topic_score_gemma":0.005392612,"domain_scores_codex":[0.9998602,0.00002619793,0.00001480704,0.00003831508,0.0000436024,0.00001690387],"domain_scores_gemma":[0.9996192,0.000206413,0.00001896512,0.00002114804,0.0001095127,0.00002471005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009703622,0.0004853297,0.03626527,0.0003407546,0.0001814647,0.0002211227,0.000139769,0.6807213,0.1893444,0.001140268,0.0009432663,0.08924673],"study_design_scores_gemma":[0.00001175477,0.0002145593,0.00198956,0.000002552371,0.0000143856,0.00001743268,0.00001550359,0.9540674,0.04323425,0.0000726368,0.0003488348,0.00001118165],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9496918,0.0004121757,0.04689962,0.0001279608,0.00009198127,0.00005750549,0.0004090921,0.0006770833,0.001632721],"genre_scores_gemma":[0.9885661,0.0001124319,0.009954114,0.00001302902,0.000007105215,0.00002633953,0.0001575215,0.00001368665,0.0011497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01518266,"threshold_uncertainty_score":0.03018862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01548958364430501,"score_gpt":0.2663732465701913,"score_spread":0.2508836629258863,"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."}}