{"id":"W4306252716","doi":"10.1016/j.ultsonch.2022.106202","title":"Ultrasonically synthesized MOFs for modification of polymeric membranes: A critical review","year":2022,"lang":"en","type":"review","venue":"Ultrasonics Sonochemistry","topic":"Metal-Organic Frameworks: Synthesis and Applications","field":"Chemistry","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Canada's Oil Sands Innovation Alliance; Alberta Innovates","keywords":"Membrane; Sonication; Materials science; Surface modification; Sonochemistry; Nanotechnology; Chemical engineering; Gas separation; Metal-organic framework; Organic chemistry; Chemistry; Adsorption; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005091582,0.001119935,0.0009216334,0.002257235,0.0003486837,0.0005956939,0.0005910126,0.0008227277,0.002563886],"category_scores_gemma":[0.0005172022,0.0004704202,0.0006256039,0.002181689,0.0002821599,0.001230772,0.000421561,0.0009650338,0.0009485115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005454383,"about_ca_system_score_gemma":0.001092809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001064873,"about_ca_topic_score_gemma":0.001887886,"domain_scores_codex":[0.9998149,0.00002477903,0.00002504803,0.00004034839,0.00007051004,0.00002441984],"domain_scores_gemma":[0.999777,0.0001048389,0.00003399364,0.000007379281,0.00006162737,0.00001518406],"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":[0.00007114255,0.0001927047,0.000256991,0.0826299,0.0002093712,0.0004365995,0.000168551,0.001363713,0.02637961,0.009208182,0.03044819,0.848635],"study_design_scores_gemma":[0.00001065203,0.0001928558,0.000603702,0.003070775,0.0001989298,0.0008085031,0.00005730212,0.000265451,0.007374153,0.001231758,0.9861513,0.00003473767],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004672605,0.9976058,0.000501734,0.0001602223,0.0001888661,0.00001191088,0.00002823575,0.00001188457,0.001024103],"genre_scores_gemma":[0.001699361,0.9968348,0.0006295053,0.0001067045,0.00008769786,0.00001587415,0.00003682801,0.000002179909,0.0005870224],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002563886,"threshold_uncertainty_score":0.008577108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07089318304539244,"score_gpt":0.3425619158140417,"score_spread":0.2716687327686492,"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."}}