{"id":"W4414288597","doi":"10.3390/catal15090893","title":"Advances in Composite Photocatalysts for Efficient Degradation of Organic Pollutants: Strategies, Challenges, and Future Perspectives","year":2025,"lang":"en","type":"article","venue":"Catalysts","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Degradation (telecommunications); Composite number; Photocatalysis; Photodegradation; Chemical stability; Sewage treatment","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":[0.00168999,0.0008969658,0.001017193,0.0009589508,0.0003742062,0.001909313,0.0008771707,0.001353332,0.001803984],"category_scores_gemma":[0.0005931013,0.0004581325,0.0007365286,0.001149995,0.0007019754,0.002884085,0.001030343,0.002122704,0.001096477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006647127,"about_ca_system_score_gemma":0.0009801558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005889735,"about_ca_topic_score_gemma":0.001601195,"domain_scores_codex":[0.9996082,0.0000632581,0.0000313076,0.00008179496,0.0001353662,0.00008007693],"domain_scores_gemma":[0.9995933,0.0001643881,0.0000498146,0.00002101402,0.0001349393,0.00003663723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002048414,0.0005227716,0.0009826696,0.0229104,0.0001810037,0.0007397188,0.0005175362,0.003453226,0.2817242,0.0284817,0.01115489,0.649127],"study_design_scores_gemma":[0.00004680037,0.001392936,0.001886929,0.001880122,0.0002942096,0.001797786,0.0006268393,0.005654301,0.1440759,0.01832027,0.8239118,0.0001120596],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009307812,0.9735638,0.01014765,0.002113834,0.0002896209,0.0000285086,0.00004921637,0.00008226846,0.004417299],"genre_scores_gemma":[0.04156774,0.942902,0.01215271,0.0007225506,0.0003590261,0.0000543732,0.000105278,0.00002571555,0.002110588],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001909313,"threshold_uncertainty_score":0.008937597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009254458845466003,"score_gpt":0.276109250166624,"score_spread":0.266854791321158,"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."}}