{"id":"W4405377943","doi":"10.15407/ujpe69.12.905","title":"Desalination of Seawater. Osmotic Process for “Blue Energy” and Estimation for Desalination","year":2024,"lang":"en","type":"article","venue":"Ukrainian Journal of Physics","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Water scarcity; Water resources; Desalination; Environmental science; Water security; Population; Resource (disambiguation); Water resource management; Freshwater ecosystem; Scarcity; Ecology; Ecosystem","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003348729,0.00007619037,0.0001244253,0.00005757041,0.0000461716,0.00003335418,0.00009741776,0.00004825162,0.000007460495],"category_scores_gemma":[0.0001420879,0.00006541526,0.0000550044,0.0001555521,0.00008677033,0.0004634192,0.00001334576,0.00004239381,0.000001013721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000433326,"about_ca_system_score_gemma":0.00002629825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001844794,"about_ca_topic_score_gemma":0.000003069218,"domain_scores_codex":[0.9993309,0.00001580553,0.0002846576,0.0001041126,0.0001741597,0.00009039774],"domain_scores_gemma":[0.9994951,0.0001284643,0.0002150971,0.00006068936,0.00007337408,0.00002724829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001309227,0.0001631137,0.0003596014,0.001252149,0.00009798934,0.000002535847,0.01332959,0.09776583,0.06664915,0.02659453,0.0004580355,0.7931966],"study_design_scores_gemma":[0.0006283643,0.000611625,0.0003496612,0.0001682026,0.00008832634,0.00001893474,0.0002180982,0.4536123,0.4414737,0.09956178,0.003116398,0.0001526381],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4989593,0.00009546144,0.5001578,0.000413432,0.0001112533,0.0001775386,0.000008709886,0.00002323894,0.00005327027],"genre_scores_gemma":[0.9837386,0.00001955587,0.01607137,0.00001978848,0.00006077639,0.00001459109,0.000008832208,0.00001215463,0.00005434861],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7930439,"threshold_uncertainty_score":0.2667557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02237489124860097,"score_gpt":0.2974168822895061,"score_spread":0.2750419910409051,"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."}}