{"id":"W3176359421","doi":"10.1089/ees.2021.0023","title":"Membrane Scaling in Electrodialysis Fed with High-Strength Wastewater","year":2021,"lang":"en","type":"article","venue":"Environmental Engineering Science","topic":"Membrane-based Ion Separation Techniques","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Digestate; Struvite; Electrodialysis; Chemistry; Wastewater; Calcium carbonate; Desalination; Membrane; Chemical engineering; Magnesium; Environmental engineering; Anaerobic digestion; Organic chemistry; Environmental science; Biochemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005171433,0.0004388661,0.0004793442,0.0001953369,0.0002756436,0.0007103,0.0004439288,0.0007754239,0.0003950982],"category_scores_gemma":[0.0008050431,0.0002194569,0.000497068,0.0002367808,0.0003431533,0.00104302,0.0005201131,0.0007659223,0.0001963372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005757578,"about_ca_system_score_gemma":0.0001999765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008212415,"about_ca_topic_score_gemma":0.000778892,"domain_scores_codex":[0.9995257,0.00008402605,0.0000572335,0.0001035118,0.0001618283,0.00006775581],"domain_scores_gemma":[0.9996226,0.0001169629,0.0001163497,0.00003512624,0.00008330695,0.00002566271],"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":[0.00002735227,0.00001317724,0.000356165,0.00004413087,0.000006001858,0.00005267207,0.00001569582,0.0001134485,0.9976842,0.00002743168,0.00002166092,0.001638075],"study_design_scores_gemma":[0.000006975244,0.00009011434,0.001769826,0.000005425657,0.00001071742,0.00009115092,0.00004433881,0.002065479,0.995092,0.00003779378,0.000780781,0.000005379784],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875924,0.001109483,0.01010951,0.000228136,0.00004207001,0.00006397352,0.00009159136,0.0001228911,0.0006400254],"genre_scores_gemma":[0.9889758,0.0009069705,0.009026461,0.0001197132,0.00001897821,0.00005715694,0.0001193056,0.00002689857,0.0007488485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008212415,"threshold_uncertainty_score":0.004177392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002835152231807779,"score_gpt":0.1709302361500574,"score_spread":0.1680950839182496,"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."}}