{"id":"W3134098074","doi":"10.1016/j.cej.2021.129209","title":"Recent developments and challenges in zeolite-based composite photocatalysts for environmental applications","year":2021,"lang":"en","type":"article","venue":"Chemical Engineering Journal","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":234,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"China Scholarship Council; University of Toronto; National Natural Science Foundation of China","keywords":"Zeolite; Photocatalysis; Photodegradation; Clinoptilolite; Materials science; Adsorption; Wastewater; Calcination; Aluminosilicate; Mordenite; Catalysis; Chemical engineering; Nanotechnology; Chemistry; Environmental engineering; Organic chemistry; Environmental science","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":[0.0000973314,0.0001433206,0.0001893248,0.00008037656,0.0000367084,0.00002209107,0.0001111425,0.00007998845,0.00001717646],"category_scores_gemma":[0.00003766454,0.0001569981,0.00004857497,0.0001016024,0.00002234291,0.00006671243,0.00004665761,0.0002108222,0.000002214693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002017409,"about_ca_system_score_gemma":0.00002660097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.22497e-7,"about_ca_topic_score_gemma":8.039007e-7,"domain_scores_codex":[0.9991536,0.000008217068,0.0002735942,0.0002249551,0.0001171586,0.0002224923],"domain_scores_gemma":[0.9995614,0.00008821025,0.00005352357,0.0001480811,0.00002390258,0.000124853],"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":[0.00002281135,0.0001249635,0.00009801602,0.00007293778,0.00003620015,0.00001525293,0.00006566901,0.003649977,0.8912381,0.0002037901,0.000009125885,0.1044632],"study_design_scores_gemma":[0.0006112488,0.000007676283,0.0002142405,0.00006167021,0.00001259498,0.00009316444,0.00002014524,0.003677076,0.8966773,0.0002203129,0.09821701,0.000187521],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3663935,0.07749156,0.5480207,0.001807206,0.000318711,0.002636549,0.00008962543,0.0007417306,0.00250047],"genre_scores_gemma":[0.6506237,0.00889942,0.338905,0.0001352695,0.0001663393,0.0008565305,0.0002778033,0.00009479784,0.00004114692],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2842302,"threshold_uncertainty_score":0.6402195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02063692631419524,"score_gpt":0.2377577558305145,"score_spread":0.2171208295163193,"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."}}