{"id":"W4281490622","doi":"10.1016/j.desal.2022.115855","title":"Hydrate based desalination for sustainable water treatment: A review","year":2022,"lang":"en","type":"review","venue":"Desalination","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":123,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada","keywords":"Desalination; Clathrate hydrate; Geothermal desalination; Produced water; Hydrate; Reverse osmosis; Brackish water; Environmental science; Seawater; Environmental engineering; Chemistry; Process engineering; Salinity; Membrane; Engineering; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001456884,0.000468073,0.000992942,0.0001609622,0.000444162,0.00006030692,0.0003017051,0.0002276087,0.00520647],"category_scores_gemma":[0.00007800097,0.0003064421,0.0005308155,0.0005410772,0.00004761128,0.0004020157,0.0001234155,0.0002007322,0.0004182532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001806831,"about_ca_system_score_gemma":0.00007845295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007447518,"about_ca_topic_score_gemma":0.000003751027,"domain_scores_codex":[0.9972208,0.0004623879,0.0006976169,0.0006504425,0.0003680504,0.0006007057],"domain_scores_gemma":[0.9988424,0.0002166094,0.0003914554,0.0004135124,0.00003215708,0.0001038885],"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":[0.000008421435,0.0001786736,4.133281e-7,0.02077557,0.00007504536,0.00001717414,0.00005395253,0.0002072147,0.000002478955,0.0009078848,0.001963809,0.9758094],"study_design_scores_gemma":[0.0003693214,0.0002340284,1.455408e-7,0.001708271,0.001069332,0.000006991631,0.000007745328,0.0006702126,0.00003058847,0.0005628925,0.9949371,0.0004033369],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002238638,0.9876776,0.0006591779,0.0001663833,0.0001373403,0.004231862,0.00003412032,0.00008394616,0.007007364],"genre_scores_gemma":[0.000006358216,0.9783511,0.0006156364,0.000254093,0.00006236941,0.003387884,0.004254465,0.00009309481,0.01297496],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9929733,"threshold_uncertainty_score":0.9999388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04600714754000215,"score_gpt":0.3129479894120678,"score_spread":0.2669408418720656,"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."}}