{"id":"W4394766059","doi":"10.14359/51740262","title":"Print Geometry Alterations and Layer Staggering to Enhance Mechanical Properties of Plain and Fiber- Reinforced Three-Dimensional-Printed Concrete","year":2024,"lang":"en","type":"article","venue":"ACI Materials Journal","topic":"Innovations in Concrete and Construction Materials","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Materials science; Composite material; Layer (electronics); Fiber; Geotechnical engineering; Structural engineering; Geology; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000198646,0.0003211728,0.0001080527,0.0005812448,0.0001499063,0.0002957495,0.0003168022,0.0003003245,0.003270605],"category_scores_gemma":[0.000518259,0.0001929747,0.0002456171,0.0002862945,0.0001695318,0.0003523558,0.0002312856,0.0003789203,0.0005285363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001392226,"about_ca_system_score_gemma":0.0001122255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005856332,"about_ca_topic_score_gemma":0.002764127,"domain_scores_codex":[0.9998254,0.00001358645,0.00001610266,0.00002404212,0.0001015683,0.00001936446],"domain_scores_gemma":[0.9995267,0.0001089831,0.0001136979,0.0000784705,0.0001231483,0.00004899612],"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":[0.0002340343,0.0001309281,0.001620305,0.0001181952,0.00001788476,0.0002370045,0.0001221523,0.01625388,0.9481488,0.0003142969,0.0003795123,0.03242292],"study_design_scores_gemma":[0.00002380648,0.0006711502,0.01969945,0.00001835189,0.00005253312,0.0002791007,0.0001160145,0.02801392,0.9467062,0.0001631536,0.004213336,0.00004312039],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773537,0.0003125295,0.01750652,0.00004553298,0.0000764201,0.00002533942,0.000151017,0.0004719307,0.004057142],"genre_scores_gemma":[0.9912987,0.00007937054,0.005235457,0.0000206918,0.000004961936,0.000008639496,0.00006769203,0.00004403049,0.003240448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003270605,"threshold_uncertainty_score":0.01094121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0156377776778514,"score_gpt":0.246644348204195,"score_spread":0.2310065705263435,"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."}}