{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002246956,0.003375844,0.003995311,0.002883235,0.00250479,0.007378607,0.002633627,0.009933403,0.07237665],"category_scores_gemma":[0.003428908,0.001022325,0.002080912,0.001492517,0.001665601,0.003190094,0.002089854,0.004472493,0.02359205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001757913,"about_ca_system_score_gemma":0.001759438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003615485,"about_ca_topic_score_gemma":0.001097692,"domain_scores_codex":[0.9982901,0.00017341,0.0001900538,0.0003481549,0.0007084545,0.0002898029],"domain_scores_gemma":[0.9956564,0.001067319,0.0004835374,0.0002397019,0.001208138,0.001344845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001599386,0.0001031843,0.0001389034,0.0009837501,0.00003238774,0.000186478,0.00001460164,0.0001538278,0.0007514873,0.001900688,0.9735205,0.02205416],"study_design_scores_gemma":[0.00005337015,0.0001794831,0.001118289,0.0002705146,0.00004703736,0.0004328069,0.00004373878,0.0004254281,0.0006554751,0.002370306,0.9943815,0.00002203693],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0007383284,0.015054,0.0004943688,0.01881449,0.9296291,0.0001132462,0.0003333777,0.0002028975,0.03462018],"genre_scores_gemma":[0.003303398,0.01301107,0.0002657513,0.006292953,0.9132791,0.00009551439,0.0003821755,0.0001541876,0.06321592],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.07237665,"threshold_uncertainty_score":0.242124,"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."}}