{"id":"W4405187276","doi":"10.1016/j.cej.2024.158378","title":"A Z-scheme defect-rich and dimensionally confined double functionalized g-C3N4 homojunction pectin hydrogels for the photocatalysis-self-Fenton-peroxymonosulfate system: Unraveling synergistic catalysis and reaction mechanism","year":2024,"lang":"en","type":"article","venue":"Chemical Engineering Journal","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"United Nations University Institute for Water, Environment, and Health","funders":"","keywords":"Homojunction; Photocatalysis; Catalysis; Chemistry; Self-healing hydrogels; Chemical engineering; Mechanism (biology); Degradation (telecommunications); Photochemistry; Nanotechnology; Materials science; Polymer chemistry; Organic chemistry; Heterojunction","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005892641,0.0003831839,0.00045139,0.0002324853,0.0002854104,0.0002538722,0.0001645627,0.0001974472,0.0000227178],"category_scores_gemma":[0.0002085011,0.0003027931,0.0002527476,0.0005410781,0.0000445802,0.0002686265,0.00008204328,0.0005605213,0.000006097395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003091438,"about_ca_system_score_gemma":0.00006053341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007482721,"about_ca_topic_score_gemma":0.000003226636,"domain_scores_codex":[0.9980929,0.00002248259,0.0005944591,0.0005469103,0.0003646564,0.0003786092],"domain_scores_gemma":[0.9986481,0.000474565,0.0001649947,0.0002586955,0.0002240793,0.000229541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000190954,0.00002732355,0.000001693302,0.0003560744,0.0008788075,0.00001696259,0.0001888792,0.006058159,0.9851605,0.005943869,0.00006118897,0.001115554],"study_design_scores_gemma":[0.001103009,0.00006146799,0.000004842906,0.0002534753,0.001187864,0.0006946832,0.0001403951,0.5072545,0.4849234,0.000365745,0.003599549,0.000411041],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3186377,0.004734033,0.6737843,0.0001952581,0.000573592,0.000795359,0.00001421224,0.001141044,0.0001245857],"genre_scores_gemma":[0.9848148,0.0001907683,0.01378763,0.0000278613,0.0004945973,0.0003859556,0.00009231858,0.0001033518,0.0001026929],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6661772,"threshold_uncertainty_score":0.9999424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009282164361096032,"score_gpt":0.2259372904995889,"score_spread":0.2166551261384929,"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."}}