{"id":"W2071346135","doi":"10.5004/dwt.2010.1111","title":"Dow™ EDI Modules perform well at bioenergy combines in Scandinavia","year":2010,"lang":"en","type":"article","venue":"Desalination and Water Treatment","topic":"Membrane-based Ion Separation Techniques","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dow Chemical (Canada)","funders":"","keywords":"Bioenergy; Boiler (water heating); Process engineering; Ion exchange; Environmental science; Waste management; Power consumption; Computer science; Engineering; Chemistry; Ion; Biofuel; Power (physics); Physics","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":[0.0008560034,0.0006562746,0.0004880329,0.0005783158,0.0009927361,0.001520604,0.0005124445,0.0008734897,0.007895696],"category_scores_gemma":[0.0004743153,0.000221876,0.0007181331,0.0007252486,0.0002996938,0.0009463482,0.0007243206,0.0002997309,0.002898247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00138343,"about_ca_system_score_gemma":0.0007791314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008785103,"about_ca_topic_score_gemma":0.01575235,"domain_scores_codex":[0.9994395,0.0000651926,0.00004213183,0.0001273569,0.0001574084,0.0001683071],"domain_scores_gemma":[0.9997532,0.00002900316,0.00003549135,0.00002581613,0.0001248502,0.00003157518],"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":[0.003607337,0.0006651992,0.09827534,0.001922133,0.0002572746,0.001137517,0.0009293237,0.01064567,0.5567043,0.002964059,0.008851958,0.3140399],"study_design_scores_gemma":[0.0001624047,0.00182155,0.1821929,0.0003694531,0.0002947172,0.0007962099,0.001394174,0.006560834,0.6278042,0.0007955746,0.1777021,0.0001057703],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9534104,0.002057669,0.004827392,0.0004417041,0.0001168713,0.00008557274,0.001583705,0.0005462827,0.03693054],"genre_scores_gemma":[0.9679753,0.0006972385,0.005498438,0.0001419236,0.000009855687,0.00005069919,0.002642108,0.0001235339,0.02286109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008785103,"threshold_uncertainty_score":0.0264138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006944413722417151,"score_gpt":0.2167304116688165,"score_spread":0.2097859979463993,"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."}}