{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009454796,0.0001186145,0.0001268519,0.0002770787,0.0002113132,0.00004455046,0.00007628756,0.00004819177,0.00005755978],"category_scores_gemma":[0.00001533348,0.0001374302,0.00002729835,0.0002538578,0.00004514862,0.0002949383,0.00006398686,0.0002727939,0.00000158149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001935648,"about_ca_system_score_gemma":0.00001644529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001165772,"about_ca_topic_score_gemma":0.00001355274,"domain_scores_codex":[0.9992985,0.00001479447,0.0002346333,0.000162141,0.0001319687,0.0001579587],"domain_scores_gemma":[0.999782,0.00002201072,0.00004372777,0.00009012354,0.00001734174,0.00004482665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004724085,0.000003804675,0.01372168,0.0001860782,0.00005618735,0.00002484045,0.006041883,0.02297057,0.3372521,0.4079012,0.0006772057,0.2111172],"study_design_scores_gemma":[0.004266355,0.0003604069,0.004734987,0.000346066,0.0000704222,0.001220548,0.01226494,0.3594066,0.1861671,0.05138009,0.3776839,0.002098547],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903753,0.0005993384,0.005685444,0.00004027388,0.0005431085,0.0001109154,9.351385e-7,0.0002034427,0.002441211],"genre_scores_gemma":[0.9931585,0.0000530932,0.00658078,0.00003669571,0.00005938422,0.00005059255,0.000003068096,0.00001939075,0.0000385581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3770067,"threshold_uncertainty_score":0.5604242,"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."}}