{"id":"W4415255270","doi":"10.1016/j.cej.2025.169720","title":"Phase transformation-induced intimate Ag deposition in Ag-TiO2 hybrids for enhanced photocatalytic antibacterial performance","year":2025,"lang":"en","type":"article","venue":"Chemical Engineering Journal","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Trois-Rivières; Institut de recherche Robert-Sauvé en santé et en sécurité du travail","funders":"Natural Sciences and Engineering Research Council of Canada; Institut de Recherche Robert-Sauvé en Santé et en Sécurité du Travail; Université Laval","keywords":"Crystallinity; Photocatalysis; Rutile; Anatase; Phase (matter); Nucleation; Deposition (geology); Nanoparticle","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001984098,0.0002384348,0.0003373092,0.0003033598,0.00007213055,0.00007153519,0.000245283,0.0001356679,0.00001931557],"category_scores_gemma":[0.0001066311,0.0002508076,0.0001440625,0.0003653879,0.00002142981,0.0005038303,0.00002391534,0.0004118371,0.000004267822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000303116,"about_ca_system_score_gemma":0.00005206435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007009774,"about_ca_topic_score_gemma":0.000001036138,"domain_scores_codex":[0.99861,0.00000937222,0.0006358894,0.0002149385,0.000146294,0.0003834584],"domain_scores_gemma":[0.9994565,0.00006927626,0.0001067554,0.0001890994,0.00008671499,0.00009159997],"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":[0.00023661,0.0001279701,0.000001338367,0.0001627116,0.00003885713,0.000003111152,0.0001191007,0.007596896,0.9778047,0.0001567286,0.00001779334,0.01373422],"study_design_scores_gemma":[0.00266141,0.00008021557,0.00001114859,0.0003170281,0.00003338574,0.00003542176,0.000007840631,0.1102517,0.8858823,0.0001792917,0.0003197739,0.0002204302],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6557935,0.00001640536,0.3432223,0.00002343352,0.0001898118,0.000290997,0.000005164787,0.0001281557,0.0003301593],"genre_scores_gemma":[0.984471,0.00002838109,0.01497232,0.00003467632,0.0001424294,0.0001770359,0.0001199981,0.00003440652,0.00001975813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3286774,"threshold_uncertainty_score":0.9999944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007780245734189293,"score_gpt":0.2671055323266223,"score_spread":0.259325286592433,"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."}}