{"id":"W2621286616","doi":"10.1080/15422119.2017.1335214","title":"Perspective and Roadmap of Energy-Efficient Desalination Integrated with Nanomaterials","year":2017,"lang":"en","type":"article","venue":"Separation and Purification Reviews","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Ministry of Higher Education, Malaysia","keywords":"Desalination; Commercialization; Geothermal desalination; Water desalination; Environmental science; Business; Engineering","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":[0.002037632,0.00119998,0.00105971,0.001961284,0.0007490509,0.00220824,0.001118844,0.003436046,0.007019171],"category_scores_gemma":[0.001122142,0.0004711373,0.0009128394,0.001603513,0.0009350204,0.004703761,0.001633471,0.00417132,0.002266837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00139856,"about_ca_system_score_gemma":0.003431104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001009841,"about_ca_topic_score_gemma":0.001433748,"domain_scores_codex":[0.9991612,0.0001681752,0.00007424837,0.0001326742,0.0003783734,0.00008532449],"domain_scores_gemma":[0.998793,0.0006067308,0.00007836489,0.0000548494,0.0003940978,0.00007298069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001127131,0.000249135,0.0004177359,0.02883222,0.0001334359,0.001002901,0.0004660041,0.003666562,0.02787527,0.2065879,0.0625625,0.6680937],"study_design_scores_gemma":[0.000007033248,0.0001976034,0.0002915063,0.002263071,0.00004706077,0.0006114244,0.0002463791,0.0006824007,0.004001186,0.03474891,0.9568718,0.00003155946],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001107592,0.9551585,0.006946613,0.01451096,0.002251866,0.0000433791,0.00010027,0.00007209074,0.01980861],"genre_scores_gemma":[0.008350351,0.9713895,0.01091906,0.003128929,0.001341417,0.00006497005,0.0001116349,0.0000214225,0.004672788],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007019171,"threshold_uncertainty_score":0.02348143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02623733568159001,"score_gpt":0.3044926401290207,"score_spread":0.2782553044474306,"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."}}