{"id":"W4293103574","doi":"10.3390/buildings12091303","title":"Insights into Concrete Forming, Reinforcing, and Pouring in Building Construction","year":2022,"lang":"en","type":"article","venue":"Buildings","topic":"BIM and Construction Integration","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; George Brown College","funders":"","keywords":"Formwork; Rebar; Engineering; Construction industry; Reinforced concrete; Hazard; Structural engineering; Construction engineering; Forensic engineering; Civil 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":[0.004220066,0.0006864691,0.0003040214,0.001146588,0.003998954,0.004140414,0.0007328741,0.00168355,0.002070632],"category_scores_gemma":[0.003957243,0.0007581594,0.0003476271,0.0008414312,0.009376711,0.00386981,0.003885647,0.002352556,0.000293169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002721935,"about_ca_system_score_gemma":0.002955602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007056077,"about_ca_topic_score_gemma":0.02019004,"domain_scores_codex":[0.99475,0.003762982,0.00009349568,0.0001557618,0.0005777405,0.0006601085],"domain_scores_gemma":[0.9956604,0.003017101,0.0004192392,0.0001012216,0.0002223012,0.0005798085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001860733,0.00002997624,0.002934032,0.00009212768,0.000002525975,0.001362428,0.9784204,0.0001638977,0.001501356,0.008826411,0.0004063837,0.006241862],"study_design_scores_gemma":[0.000003176876,0.00005158027,0.003998288,0.000117921,0.00000437775,0.0009551515,0.9684243,0.0002479373,0.0004701651,0.003527238,0.02218618,0.00001370958],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9479311,0.001152506,0.01025219,0.003850867,0.00003970466,0.00004420505,0.00004196321,0.00002788201,0.0366596],"genre_scores_gemma":[0.9941183,0.0006484144,0.001973814,0.0002665345,0.00001094393,0.00001184429,0.00001482465,0.00001665437,0.002938648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007056077,"threshold_uncertainty_score":0.02231812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004703633444355788,"score_gpt":0.1931880504417968,"score_spread":0.1884844169974411,"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."}}