{"id":"W4416794881","doi":"10.1016/j.rinma.2025.100824","title":"Implementation of ZnO-functionalized macroporous cellular geopolymer foams: influence of porosity on radiative and photocatalytic properties","year":2025,"lang":"en","type":"article","venue":"Results in Materials","topic":"TiO2 Photocatalysis and Solar Cells","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Providence Health Care","keywords":"Porosity; Photocatalysis; Context (archaeology); Porous medium; Absorption (acoustics); Diffusion","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001258935,0.0002731929,0.0001691478,0.0001490099,0.00007771666,0.0002144293,0.0001539944,0.0002444208,0.0004521824],"category_scores_gemma":[0.0003628145,0.00009585164,0.0001613191,0.0001105211,0.0001559803,0.0002199182,0.000142861,0.0002226963,0.00008205669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00014218,"about_ca_system_score_gemma":0.00007621846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004257649,"about_ca_topic_score_gemma":0.0008571249,"domain_scores_codex":[0.9999099,0.000008880205,0.000006880899,0.00002243039,0.00002490252,0.00002696348],"domain_scores_gemma":[0.9998121,0.00006321226,0.0000577516,0.00001689907,0.00002791231,0.00002210804],"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":[0.00005506845,0.00001512487,0.0001533354,0.00003834844,0.000003684283,0.00003799366,0.00001632301,0.0003074528,0.9973132,0.00005099833,0.000009428696,0.001999035],"study_design_scores_gemma":[0.000004078059,0.00008949153,0.0008542808,0.000003110366,0.000006839311,0.00003223994,0.00001063731,0.001173519,0.9974463,0.00001362133,0.0003627827,0.000003064657],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960174,0.0003775693,0.003084961,0.00001303778,0.000009116232,0.00001022363,0.00006743884,0.00004599898,0.000374305],"genre_scores_gemma":[0.9971557,0.0001979847,0.002390622,0.000004835834,0.000002147948,0.000009650776,0.00004300462,0.00001058258,0.0001855571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004521824,"threshold_uncertainty_score":0.001512706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01010419804190104,"score_gpt":0.2574440756868938,"score_spread":0.2473398776449928,"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."}}