{"id":"W2080760754","doi":"10.1021/cr800208y","title":"Surface Modifications for Antifouling Membranes","year":2010,"lang":"en","type":"review","venue":"Chemical Reviews","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":2134,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Phone; Citation; Social media; Library science; World Wide Web; Computer science; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003162728,0.0006960973,0.000419121,0.0006168866,0.0004264214,0.0004851521,0.0004874681,0.000756057,0.06477388],"category_scores_gemma":[0.0004535595,0.0003225152,0.000587382,0.0004804566,0.0001212172,0.0008180693,0.0007063915,0.001170789,0.02412074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003046174,"about_ca_system_score_gemma":0.0001756806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002501259,"about_ca_topic_score_gemma":0.0006355128,"domain_scores_codex":[0.9995797,0.00002754087,0.00002057197,0.00006050522,0.0002305781,0.000081096],"domain_scores_gemma":[0.9998331,0.0000283563,0.00002329598,0.00003344909,0.00005542399,0.00002637329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001781305,0.0001450082,0.0002898007,0.0006929914,0.00004732959,0.0002393631,0.00006872998,0.0001661095,0.8311494,0.002190042,0.05079905,0.114034],"study_design_scores_gemma":[0.00003580327,0.000366551,0.001942734,0.00005424708,0.00003188009,0.0004288054,0.0000375365,0.0006754415,0.6457952,0.0005082833,0.350091,0.00003252766],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.3342709,0.08605219,0.112469,0.01119717,0.02884001,0.001946346,0.01354927,0.01194583,0.3997292],"genre_scores_gemma":[0.5021042,0.03813126,0.05070702,0.003312208,0.001536731,0.0007969353,0.01092489,0.002077167,0.3904095],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.06477388,"threshold_uncertainty_score":0.2166902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1323987953839698,"score_gpt":0.380566298540737,"score_spread":0.2481675031567672,"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."}}