{"id":"W3025073012","doi":"10.3390/su12104062","title":"A Modular Approach for Steel Reinforcing of 3D Printed Concrete—Preliminary Study","year":2020,"lang":"en","type":"article","venue":"Sustainability","topic":"Innovations in Concrete and Construction Materials","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Flexural strength; 3d printed; Structural engineering; Materials science; Modular design; Compressive strength; 3D printing; Grout; Composite material; Epoxy; Beam (structure); Computer science; Engineering","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":[0.0002797041,0.0003347739,0.000189322,0.0005111444,0.0001605928,0.000231865,0.0003815112,0.0004292379,0.001478881],"category_scores_gemma":[0.0005059803,0.0001897773,0.0004758557,0.0002468245,0.0003137666,0.0002631199,0.0003053012,0.0002953989,0.0004203131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002058445,"about_ca_system_score_gemma":0.0001966014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004123757,"about_ca_topic_score_gemma":0.0009707905,"domain_scores_codex":[0.9996632,0.00003063285,0.00001624876,0.00005962297,0.0001974405,0.00003278836],"domain_scores_gemma":[0.9995661,0.00007129616,0.00008088512,0.0001180859,0.0001066604,0.00005690111],"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":[0.00003397907,0.00009163489,0.0008040353,0.0001486265,0.00001459356,0.0003634468,0.000129694,0.01296995,0.9686572,0.0006335549,0.00009943222,0.016054],"study_design_scores_gemma":[0.00001398437,0.001922297,0.009515548,0.00003155587,0.00004080631,0.001025582,0.0001019645,0.0216241,0.9576796,0.0002344149,0.007769702,0.00004046158],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.940825,0.0005562176,0.05230712,0.00003765268,0.00004927316,0.00010476,0.0001442952,0.0003026308,0.005673008],"genre_scores_gemma":[0.9446505,0.0003768191,0.05205204,0.00001518982,0.00001193002,0.00003378736,0.00009630174,0.00003240627,0.002731046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001478881,"threshold_uncertainty_score":0.004947364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0158110096989433,"score_gpt":0.2444638575459898,"score_spread":0.2286528478470465,"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."}}