{"id":"W4405237812","doi":"10.11159/ijci.2024.020","title":"Evaluating the Impact of Specimen Shape and Size on the Strength Characteristics of Recycled Aggregate Concrete","year":2024,"lang":"en","type":"article","venue":"International Journal of Civil Infrastructure","topic":"Recycled Aggregate Concrete Performance","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Wollongong","keywords":"Aggregate (composite); Materials science; Environmental science; Composite material; Forensic engineering; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000402652,0.0001727491,0.0002647136,0.00009184344,0.00002694927,0.00008972917,0.0004814698,0.00006494149,0.0006262703],"category_scores_gemma":[0.0003249264,0.00009001573,0.000172061,0.0001294647,0.0001167166,0.0001876747,0.00005479249,0.0004648206,0.000001354442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001069302,"about_ca_system_score_gemma":0.00008891343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006949007,"about_ca_topic_score_gemma":0.000001315645,"domain_scores_codex":[0.9985805,0.00006092231,0.0006089161,0.00008782837,0.0005338351,0.0001280346],"domain_scores_gemma":[0.998278,0.0008665581,0.0003865272,0.0001503008,0.0002729424,0.00004572851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001182169,0.00001321663,0.009223354,0.0003036021,0.006118723,0.0001618718,0.005666023,0.02964139,0.4271779,0.004014392,0.008626937,0.5078704],"study_design_scores_gemma":[0.001239253,0.001031239,0.1914311,0.00314998,0.0001817078,0.0009165407,0.0001883566,0.7552404,0.03791294,0.006672374,0.001655697,0.0003803454],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996543,0.00100554,0.0000544883,0.0004296333,0.0008722125,0.00007372512,0.0000940604,0.0000146428,0.0009126181],"genre_scores_gemma":[0.9983166,0.0009505472,0.0001572313,0.00003056183,0.000493692,0.000001368433,0.000002818761,0.00002403758,0.00002313548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7255991,"threshold_uncertainty_score":0.6857221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01414681872680003,"score_gpt":0.298395057596521,"score_spread":0.2842482388697209,"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."}}