{"id":"W4391604814","doi":"10.1002/adsu.202300565","title":"An Innovative Sunlight‐Driven Device for Photocatalytic Drugs Degradation: from laboratory‐ to real‐Scale Application. A First Step Toward Vulnerable Communities","year":2024,"lang":"en","type":"article","venue":"Advanced Sustainable Systems","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Università degli Studi di Milano; Reiner Lemoine Foundation; Velux Stiftung","keywords":"Photocatalysis; Photodegradation; Degradation (telecommunications); Diclofenac; Adsorption; Bismuth; Chemical engineering; Materials science; Sunlight; Reusability; Environmental chemistry; Environmental science; Chemistry; Catalysis; Organic chemistry; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001793986,0.000380159,0.0002264668,0.0002489036,0.0001184327,0.0004299367,0.0003405553,0.0006268474,0.0004208295],"category_scores_gemma":[0.0001251768,0.0001718636,0.0002881168,0.0001471886,0.0002536352,0.0002847885,0.0003097485,0.0004551595,0.0002496068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002579577,"about_ca_system_score_gemma":0.0001462882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003423613,"about_ca_topic_score_gemma":0.0006767442,"domain_scores_codex":[0.9998653,0.0000118913,0.000008110737,0.00003626773,0.00005950265,0.00001899577],"domain_scores_gemma":[0.9999361,0.000009543252,0.00001866793,0.000009817121,0.00001528181,0.00001060146],"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":[0.0000113237,0.0000124083,0.00004210411,0.00004619168,0.000002682288,0.00002341865,0.000006882884,0.00004730841,0.9978166,0.00005694448,0.00003061816,0.001903572],"study_design_scores_gemma":[0.000006949418,0.0001176677,0.000554794,0.000004629385,0.000008438407,0.00007530746,0.00001488359,0.00118677,0.9963763,0.00002169974,0.001625024,0.000007521669],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9506748,0.007211373,0.03738646,0.0003434795,0.0001932703,0.0001510199,0.0004399546,0.0005360823,0.003063521],"genre_scores_gemma":[0.9767423,0.001690334,0.01907923,0.00008038478,0.00002306929,0.00007452976,0.0001460256,0.00002371655,0.002140418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006268474,"threshold_uncertainty_score":0.001871586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01181895441186305,"score_gpt":0.2942674930569195,"score_spread":0.2824485386450565,"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."}}