{"id":"W3165806601","doi":"10.1002/cjce.24199","title":"Use of immobilized zinc oxide photocatalysts for wastewater treatment: Application to methylene blue degradation","year":2021,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission","keywords":"Adsorption; Sorption; Photocatalysis; Zinc; Chemical engineering; Photodegradation; Methylene blue; Materials science; Desorption; Aqueous solution; Borosilicate glass; Chemistry; Catalysis; Nuclear chemistry; Composite material; Organic chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001390819,0.0001330494,0.0002824535,0.0001316627,0.00003023893,0.0000280075,0.0001817962,0.00006862178,0.00001005427],"category_scores_gemma":[0.0002711171,0.0001037762,0.0001555636,0.0002549955,0.00002285096,0.0001210438,0.00001192646,0.00009234409,0.000001342782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000391,"about_ca_system_score_gemma":0.0001758372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003245686,"about_ca_topic_score_gemma":0.001672748,"domain_scores_codex":[0.9991441,0.00001495206,0.0004034516,0.0001237562,0.0001098267,0.0002039482],"domain_scores_gemma":[0.998917,0.0001774804,0.0001394103,0.0003089092,0.0002138304,0.0002433514],"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":[0.0000282643,0.00001056237,0.000004758211,0.00001529908,0.00008266394,0.000004142616,0.000157895,0.05162058,0.9458148,0.0004843584,0.00002130239,0.001755344],"study_design_scores_gemma":[0.0002411905,0.00003143913,0.000004736075,0.00004147971,0.00008008698,0.00003661059,0.00001298083,0.003690878,0.9849489,0.0001975839,0.01061445,0.0000996256],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9735473,0.0001268557,0.02574895,0.000178449,0.00003497929,0.0003155065,0.00001960948,0.000017031,0.00001127911],"genre_scores_gemma":[0.9711111,0.000003569749,0.02857833,0.00003225361,0.00005099743,0.00009437287,0.00004214604,0.00003273854,0.00005453367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0479297,"threshold_uncertainty_score":0.4906529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01766855584533767,"score_gpt":0.2428489776610708,"score_spread":0.2251804218157332,"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."}}