{"id":"W4409546009","doi":"10.1016/j.carbpol.2025.123622","title":"Janus structured cellulose-based aerogel with vertical channels and conical roof for efficient solar-driven water evaporation and pollutant degradation","year":2025,"lang":"en","type":"article","venue":"Carbohydrate Polymers","topic":"Solar-Powered Water Purification Methods","field":"Energy","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"China Scholarship Council; National Natural Science Foundation of China","keywords":"Degradation (telecommunications); Aerogel; Conical surface; Evaporation; Cellulose; Pollutant; Solar still; Materials science; Environmental science; Roof; Environmental engineering; Chemical engineering; Composite material; Chemistry; Desalination; Engineering; Civil engineering; Meteorology; Physics; Electronic engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002807409,0.000288726,0.0003253008,0.0002220004,0.0001929765,0.0001491146,0.0001212837,0.0002163755,0.0000268559],"category_scores_gemma":[0.0000687031,0.0002144147,0.00005846626,0.0002338999,0.0002521632,0.00009835298,0.00004130571,0.0001536021,0.000002513228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009941129,"about_ca_system_score_gemma":0.0001193417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001388992,"about_ca_topic_score_gemma":0.00004781431,"domain_scores_codex":[0.9981771,0.0002199216,0.0003819555,0.0005725516,0.0002130757,0.0004354621],"domain_scores_gemma":[0.9991537,0.0001586401,0.00006433686,0.0003291038,0.0001156651,0.0001785558],"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":[0.001023793,0.00008955137,0.0009430091,0.0001189364,0.000204344,0.000008958737,0.0008864409,0.01365319,0.9651419,0.00943657,0.00002279269,0.008470532],"study_design_scores_gemma":[0.002217964,0.0001472489,0.0008496678,0.00003429349,0.0001715302,0.000003787452,0.0001024804,0.1916809,0.8036152,0.0004115563,0.0004834033,0.0002819726],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9367318,0.0003385085,0.05992712,0.001543162,0.0004258306,0.0007025757,0.00002853237,0.0001023957,0.0002000567],"genre_scores_gemma":[0.9956247,0.000003888868,0.003480334,0.0003207379,0.0000516461,0.0001201646,0.0001649277,0.0000401208,0.0001934346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1780277,"threshold_uncertainty_score":0.8743576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01480795136253044,"score_gpt":0.2561675760204514,"score_spread":0.241359624657921,"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."}}