{"id":"W4413955217","doi":"10.3390/molecules30173597","title":"Comparison of Composite Materials Designed to Optimize Heterogeneous Decatungstate Oxidative Photocatalysis","year":2025,"lang":"en","type":"article","venue":"Molecules","topic":"Polyoxometalates: Synthesis and Applications","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation","keywords":"Photocatalysis; Composite number; Oxidative phosphorylation; Materials science; Chemistry; Oxidative damage; Photochemistry; Nanotechnology; Oxidative stress; Composite material; Organic chemistry; Biochemistry; Catalysis","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000212211,0.0001754513,0.0004898065,0.0001727463,0.000123357,0.00008802563,0.0004086866,0.00005200141,0.0002870232],"category_scores_gemma":[0.00004646992,0.000159506,0.00008150892,0.0003737818,0.00009865914,0.0000529448,0.0001526125,0.00002905696,0.0001691521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003258452,"about_ca_system_score_gemma":0.00003278793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001243301,"about_ca_topic_score_gemma":0.000009510431,"domain_scores_codex":[0.9986194,0.0001172473,0.0004943822,0.0003511869,0.0001678325,0.0002499194],"domain_scores_gemma":[0.999074,0.0001328434,0.0001804738,0.0004390684,0.00009189772,0.00008173448],"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":[0.00006394732,0.0001406744,0.0000685353,0.0000224526,0.0000424918,0.000001161238,0.0002080969,0.00176483,0.996579,0.0003758629,0.0002143609,0.0005186055],"study_design_scores_gemma":[0.0001386191,0.00003712594,0.0004062159,0.00005307185,0.00007808007,8.714762e-7,0.00005198448,0.0002437031,0.9983845,0.0001823647,0.0002794366,0.0001439642],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9566919,0.0001850364,0.04159046,0.0001829812,0.00007206474,0.0004472325,0.0001542743,0.00005812214,0.000617937],"genre_scores_gemma":[0.9724168,0.000008394692,0.02699414,0.0001627082,0.000007228467,0.0001926964,0.00002790797,0.00001422642,0.0001758483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01572495,"threshold_uncertainty_score":0.6504465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01873203182934299,"score_gpt":0.3126474693826033,"score_spread":0.2939154375532603,"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."}}