{"id":"W4392529421","doi":"10.1016/j.seppur.2024.126933","title":"Floating ZnO nanoparticles-coated micro glass bubbles for the efficient photodegradation of micropollutants in water","year":2024,"lang":"en","type":"article","venue":"Separation and Purification Technology","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Alberta Innovates; China Scholarship Council; Canada First Research Excellence Fund; Canada Research Chairs; Natural Sciences and Engineering Research Council of Canada; Canada's Oil Sands Innovation Alliance; Syncrude; Imperial Oil Resources; Alberta Environment and Parks; Suncor Energy Incorporated; Canadian Natural Resources Limited","keywords":"Photodegradation; Nanoparticle; Chemical engineering; Materials science; Photocatalysis; Nanotechnology; Chemistry; Catalysis; Organic chemistry; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003195074,0.0001124002,0.000145958,0.0003391776,0.0000999047,0.00003368103,0.0001323667,0.0001434609,0.00001782483],"category_scores_gemma":[0.00005974371,0.0000775933,0.00003404282,0.0005333556,0.0001459808,0.00008243931,0.0000255333,0.00009975037,0.00001135898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005035429,"about_ca_system_score_gemma":0.00002111885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008517246,"about_ca_topic_score_gemma":0.0001154158,"domain_scores_codex":[0.9990356,0.00003429292,0.0004050045,0.0002751641,0.00007910586,0.0001708155],"domain_scores_gemma":[0.9994592,0.0001029436,0.00008134554,0.0002589278,0.00008387032,0.00001370862],"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":[0.00003019487,0.00002984426,0.00003956902,0.000031491,0.00001518226,3.083874e-7,0.0004231466,0.0006617924,0.9556742,0.02387103,0.00004264379,0.01918063],"study_design_scores_gemma":[0.0001808952,0.00003626436,0.00006534839,0.00002885006,0.00001981838,0.000004791444,0.0002778569,0.04158405,0.9420068,0.004819456,0.01088829,0.00008761071],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9648904,0.001101556,0.03088819,0.001778935,0.00009153955,0.0007980971,0.00001479656,0.0003176744,0.0001188665],"genre_scores_gemma":[0.9963938,0.00008279401,0.003020786,0.00002868614,0.00001353469,0.0002467174,0.00006655675,0.00001699203,0.0001301383],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04092225,"threshold_uncertainty_score":0.3164163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01424353547669593,"score_gpt":0.29957466916358,"score_spread":0.2853311336868841,"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."}}