{"id":"W4411036452","doi":"10.1016/j.jwpe.2025.108024","title":"Design of GO@TiO2 and PDA@CNC decorated gelatin aerogel for efficient adsorption and photocatalytic degradation of organic pollutants","year":2025,"lang":"en","type":"article","venue":"Journal of Water Process Engineering","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Natural Science Foundation of Sichuan Province; Sichuan University","keywords":"Aerogel; Gelatin; Adsorption; Degradation (telecommunications); Photocatalysis; Pollutant; Chemical engineering; Materials science; Chemistry; Nanotechnology; Organic chemistry; Catalysis; Computer science","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":[0.00008395208,0.0003194758,0.0001982025,0.0001838524,0.0001144677,0.00026308,0.000311139,0.0003685705,0.0005939138],"category_scores_gemma":[0.0001136733,0.0001779459,0.0003846293,0.000130522,0.0001426671,0.0002122226,0.0001938851,0.0002393062,0.0002179326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002816369,"about_ca_system_score_gemma":0.000173583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008009345,"about_ca_topic_score_gemma":0.001832164,"domain_scores_codex":[0.9999255,0.000006187395,0.000006240492,0.00001833004,0.00001876433,0.0000250189],"domain_scores_gemma":[0.9999571,0.000004713802,0.00001379723,0.000004432923,0.000008044758,0.00001192271],"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":[0.00004280513,0.00001889264,0.0000636606,0.00004390959,0.000005610947,0.00004962064,0.000007502278,0.000357761,0.9985617,0.00006775265,0.00002326114,0.0007575613],"study_design_scores_gemma":[0.0000150349,0.0001862581,0.001055034,0.000002884722,0.00001704542,0.00007940646,0.00001491143,0.003614488,0.9935442,0.00002831357,0.001430367,0.00001213321],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913868,0.0006517151,0.006125501,0.00007857965,0.00002913507,0.00005349262,0.000197494,0.000108391,0.001368836],"genre_scores_gemma":[0.9915419,0.0003416979,0.005912068,0.00003389624,0.000004681088,0.00004566338,0.0001873672,0.00001634343,0.001916438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008009345,"threshold_uncertainty_score":0.002043366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01034823202786309,"score_gpt":0.2468803406703263,"score_spread":0.2365321086424632,"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."}}