{"id":"W4411650415","doi":"10.3390/buildings15132227","title":"Experimental Investigation into Waterproofing Performance of Cement Mortar Incorporating Nano Silicon","year":2025,"lang":"en","type":"article","venue":"Buildings","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hydro-Québec","funders":"Universiti Teknologi Malaysia; Kementerian Sains, Teknologi dan Inovasi","keywords":"Waterproofing; Cement; Mortar; Materials science; Nano-; Silicon; Composite material; Metallurgy","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":[],"consensus_categories":[],"category_scores_codex":[0.0001833019,0.0001005904,0.0001286924,0.000120777,0.00006271856,0.00003348453,0.0001196633,0.00003895876,0.00005413725],"category_scores_gemma":[0.000008714547,0.0001011117,0.00002396046,0.0001611004,0.00003753683,0.0001623417,0.00008545143,0.00005402863,0.000006692621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008886993,"about_ca_system_score_gemma":0.00002334572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000111543,"about_ca_topic_score_gemma":0.000001944899,"domain_scores_codex":[0.9992948,0.00001219287,0.0002603867,0.0001254738,0.0001506072,0.0001565797],"domain_scores_gemma":[0.99977,0.00001162479,0.00003252742,0.000124995,0.00003009136,0.0000307482],"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":[0.00001121324,0.000004504542,0.005175035,0.0002578666,0.00001790652,3.782537e-7,0.0005127828,0.0009398098,0.9900799,0.0003906054,0.0001208858,0.00248916],"study_design_scores_gemma":[0.0001931579,0.00005538861,0.0005038002,0.0001540425,0.000004938346,2.652931e-7,0.0001372334,0.01684448,0.9816458,0.00007130399,0.0003009194,0.0000886432],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983729,0.0002001825,0.0001370771,0.00003069099,0.0001649992,0.0001673779,9.212484e-7,0.00008202237,0.0008438837],"genre_scores_gemma":[0.9986324,0.00001610187,0.001144558,0.00002815927,0.00002742869,0.00004500039,0.00001001516,0.00001190748,0.00008448314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01590467,"threshold_uncertainty_score":0.4123216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01058553105895889,"score_gpt":0.2454984105070674,"score_spread":0.2349128794481085,"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."}}