{"id":"W7024149887","doi":"","title":"RFID-based life cycle tracking of precast concrete units","year":2011,"lang":"en","type":"article","venue":"NPARC","topic":"RFID technology advancements","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Precast concrete; Tracking (education); Tracking system; Reinforced concrete","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":[0.00006630766,0.00009508,0.0001345134,0.00008113089,0.00001967475,0.000002573077,0.0001710194,0.00008591169,0.0004384074],"category_scores_gemma":[0.00007799519,0.0001054613,0.00002014907,0.0002105732,0.00006246722,0.00008826206,0.00001877107,0.0001268037,0.00003298645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001870784,"about_ca_system_score_gemma":0.00001768159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003102813,"about_ca_topic_score_gemma":0.000002361288,"domain_scores_codex":[0.9994422,0.00001087003,0.0001765936,0.00009997637,0.00008645261,0.0001839551],"domain_scores_gemma":[0.9995933,0.00002500217,0.00003782146,0.0002472395,0.0000499215,0.00004674787],"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":[0.00009108646,0.0000423136,0.02235636,0.0003710813,0.0002886301,0.00004180686,0.001476197,0.01187971,0.9092249,0.007369816,0.002516278,0.04434181],"study_design_scores_gemma":[0.0008636165,0.00008596802,0.006211743,0.00007714321,0.00002432556,0.000002199116,0.00006828275,0.03279037,0.9558198,0.00203519,0.001780637,0.0002407539],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9486123,0.00007394587,0.006533488,0.00002457377,0.0001836861,0.0001221908,0.00001327121,0.0004658819,0.04397071],"genre_scores_gemma":[0.9898253,0.000007264321,0.01004879,0.00003433496,0.00001431261,0.00001392821,0.000003298161,0.00002669925,0.00002603891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04659486,"threshold_uncertainty_score":0.4800254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03243266327976102,"score_gpt":0.2167957380558196,"score_spread":0.1843630747760586,"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."}}