{"id":"W2384413240","doi":"","title":"Development and Production of Weldable High Strength Reinforced Bar","year":2003,"lang":"en","type":"article","venue":"Shandong Metallurgy","topic":"Metal Forming Simulation Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Production (economics); Bar (unit); Raw material; Product (mathematics); Manufacturing engineering; Metallurgy; Materials science; Mechanical engineering; Engineering; Environmental science; Process engineering; Forensic engineering; Mathematics; Geology; Economics; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002783487,0.0001152614,0.0001873116,0.0001079512,0.00003780305,0.00001169363,0.0000479766,0.00005241664,0.0001497746],"category_scores_gemma":[0.0000766572,0.0001081717,0.00002543055,0.0001254245,0.000021588,0.0001596058,0.00001177202,0.00006172735,0.000009681368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002473885,"about_ca_system_score_gemma":0.00001622774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007022067,"about_ca_topic_score_gemma":0.000002078576,"domain_scores_codex":[0.9993025,0.00001669778,0.0002801652,0.0001252671,0.0001383165,0.0001370243],"domain_scores_gemma":[0.9996997,0.00001978071,0.00004451998,0.0001552297,0.00003851031,0.00004230842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006024339,0.00007287986,0.0002422503,0.001213828,0.0006952721,0.000007536063,0.001968974,0.04864511,0.3130602,0.4547368,0.000722385,0.1785745],"study_design_scores_gemma":[0.0002350841,0.00001740994,0.0001534945,0.00003111217,0.00001789094,0.000005201563,0.00002140659,0.002354439,0.9478263,0.0008240202,0.04835965,0.0001539924],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832117,0.0002383692,0.01025883,0.000006551806,0.0002741312,0.0001972172,4.770214e-7,0.0003000893,0.005512606],"genre_scores_gemma":[0.9474993,0.00005987617,0.05065795,0.000003481935,0.00001386002,0.00001866675,0.000007433075,0.00001970395,0.001719728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6347661,"threshold_uncertainty_score":0.4411115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01078189097826018,"score_gpt":0.2051438829396986,"score_spread":0.1943619919614384,"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."}}