{"id":"W4285791918","doi":"10.1016/j.mtchem.2022.101044","title":"An ultrasonic-assisted rapid approach for sustainable fabrication of antibacterial and anti-biofouling membranes via metal-organic frameworks","year":2022,"lang":"en","type":"article","venue":"Materials Today Chemistry","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"U.S. Department of Agriculture","keywords":"Biofouling; Membrane; Polyvinylidene fluoride; Surface modification; Materials science; Sonication; Chemical engineering; Coating; Nanotechnology; Microfiltration; Chemistry; 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":[0.000197811,0.0004220417,0.0001868224,0.0002611983,0.0002086693,0.0003082525,0.0005548664,0.0005498158,0.0009734427],"category_scores_gemma":[0.000272252,0.0002511054,0.0002559427,0.0001651775,0.0002052925,0.000496154,0.0004441811,0.0007445232,0.0003978473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00038459,"about_ca_system_score_gemma":0.0003400417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000754135,"about_ca_topic_score_gemma":0.001547251,"domain_scores_codex":[0.9998286,0.0000139693,0.00001163529,0.00003152205,0.00006758908,0.00004665829],"domain_scores_gemma":[0.9999319,0.00001500662,0.00001743778,0.000009038554,0.0000176698,0.000008999222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003073211,0.00001790401,0.00004817585,0.00009735168,0.000006707477,0.00004927186,0.00002890158,0.0001573536,0.9913886,0.0006956068,0.0002158577,0.007263474],"study_design_scores_gemma":[0.000007957101,0.00007949505,0.0002684845,0.000004264055,0.000008004769,0.0001107525,0.00001426845,0.001410943,0.9932573,0.00007543513,0.004751742,0.00001133904],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.885626,0.009713274,0.0906744,0.001030367,0.0003494242,0.0001812698,0.0004149757,0.0009342083,0.01107607],"genre_scores_gemma":[0.9666829,0.002113689,0.02581691,0.000173329,0.00004169686,0.00007555864,0.0001816694,0.00004493704,0.004869328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009734427,"threshold_uncertainty_score":0.00325644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008237821054535462,"score_gpt":0.2244953744620525,"score_spread":0.216257553407517,"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."}}