{"id":"W4404823765","doi":"10.1080/21650373.2024.2432005","title":"Performance evaluation of fresh-to-fresh cast SCC/ECC and SCC/UHPC composites under the coupling effect of freeze-thaw and deicing solution","year":2024,"lang":"en","type":"article","venue":"Journal of Sustainable Cement-Based Materials","topic":"Advanced ceramic materials synthesis","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Materials science; Composite material; Coupling (piping)","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":[0.009526558,0.0002717591,0.0006710427,0.0003347456,0.0002430881,0.0002830624,0.0002553309,0.00008718378,0.0005246658],"category_scores_gemma":[0.0003615323,0.0001889388,0.00005898564,0.0002175611,0.0002388796,0.0005889537,0.0001699364,0.00008994086,0.000003278165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002977878,"about_ca_system_score_gemma":0.0002855823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003224635,"about_ca_topic_score_gemma":0.00001330161,"domain_scores_codex":[0.9968578,0.0004564023,0.001132402,0.0002831341,0.0008308577,0.0004394411],"domain_scores_gemma":[0.9974918,0.0006179997,0.0008137574,0.0002696198,0.0007089908,0.00009786689],"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":[0.0006608485,0.00003017692,0.0003875233,0.002040006,0.00004944421,0.00001168501,0.000236609,0.02936926,0.9664558,0.0003348477,0.00006363683,0.0003601311],"study_design_scores_gemma":[0.001099498,0.0007284837,0.001909969,0.00109899,0.0004104261,0.00002879266,0.001298266,0.00504344,0.9879069,0.000272621,0.00002760342,0.0001749885],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941442,0.00109236,0.002931754,0.0002433619,0.0006394015,0.0008369627,0.00006523728,0.00002083885,0.00002585609],"genre_scores_gemma":[0.9983626,0.00007648695,0.001283311,0.00002969807,0.0001544824,0.00002958031,0.000006362506,0.00003586726,0.0000215914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02432582,"threshold_uncertainty_score":0.7704701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01426824121383756,"score_gpt":0.2775558955174422,"score_spread":0.2632876543036046,"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."}}