{"id":"W4415913324","doi":"10.3934/matersci.2025049","title":"Special issue: Smart materials in civil structures","year":2025,"lang":"","type":"article","venue":"AIMS Materials Science","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"","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":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004137097,0.0008650661,0.001174868,0.0009107735,0.001008245,0.002181632,0.00254759,0.0003511355,0.1076946],"category_scores_gemma":[0.0004784842,0.0008739592,0.00009684615,0.003025982,0.005468047,0.002285274,0.002224525,0.0002239328,0.003895605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001370904,"about_ca_system_score_gemma":0.0005712322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004481074,"about_ca_topic_score_gemma":0.0014194,"domain_scores_codex":[0.9917869,0.0004396404,0.002011977,0.002249868,0.001498868,0.002012724],"domain_scores_gemma":[0.9974482,0.00009030737,0.0006227367,0.001448882,0.00008175871,0.0003080951],"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":[0.0002525854,0.0001015682,0.01044175,0.0001342594,0.0000133439,0.00003834919,0.0004870113,0.00006030707,0.9750853,0.003993753,0.006441053,0.002950675],"study_design_scores_gemma":[0.0007368477,0.00008407908,0.2572409,0.000216305,0.00003765553,0.00004283403,0.0002147232,0.000007431837,0.7125888,0.00640568,0.02179806,0.000626657],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9153326,0.000038849,0.00001385286,0.0006987826,0.06478966,0.001222528,0.0002899541,0.00009568611,0.0175181],"genre_scores_gemma":[0.9923925,0.0001448069,0.0007066116,0.0005429782,0.004915726,0.00006968794,0.00001473865,0.00004648337,0.001166403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2624966,"threshold_uncertainty_score":0.9993711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006741557714789137,"score_gpt":0.2363382195055221,"score_spread":0.2295966617907329,"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."}}