{"id":"W4412848299","doi":"10.1117/12.3065755","title":"Evaluation of TiO₂-enhanced mortars for the protection of surfaces exposed to UV radiation","year":2025,"lang":"en","type":"article","venue":"","topic":"Building materials and conservation","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Materials science; Mortar; Radiation; Optoelectronics; Chemical engineering; Composite material; Optics; Physics; Engineering","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":[0.0002105716,0.0004652071,0.0002725747,0.0002605481,0.0001496756,0.0003138985,0.0002485261,0.0003941801,0.0005545274],"category_scores_gemma":[0.0003194005,0.0001672528,0.0003304462,0.0001193403,0.0001984088,0.000224813,0.0001486097,0.000300733,0.0001789742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001679139,"about_ca_system_score_gemma":0.0001076776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000396723,"about_ca_topic_score_gemma":0.001239524,"domain_scores_codex":[0.9998288,0.00002332593,0.000009625097,0.00002793853,0.00008268958,0.0000275492],"domain_scores_gemma":[0.9997965,0.00003637924,0.00006368688,0.00001367267,0.00006966443,0.00002018965],"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":[0.00003612326,0.00001425621,0.0001452743,0.00005175332,0.000007855812,0.00002180448,0.00001470705,0.000114913,0.9983957,0.00001607815,0.000009953528,0.001171459],"study_design_scores_gemma":[0.000002623998,0.0006520884,0.003085661,0.000006126107,0.00002854127,0.00007100417,0.00003711084,0.0003737996,0.9948688,0.000008438811,0.0008604518,0.000005323154],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944712,0.001437619,0.003299531,0.00002115131,0.00002727531,0.00003721549,0.00008583936,0.00004141561,0.0005789145],"genre_scores_gemma":[0.9931998,0.00124991,0.003892889,0.0000249164,0.00001121963,0.00002378964,0.0001395774,0.00002052232,0.00143753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005545274,"threshold_uncertainty_score":0.001855075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05117647123287987,"score_gpt":0.2730460190883752,"score_spread":0.2218695478554953,"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."}}