{"id":"W4394746257","doi":"10.62913/engj.v47i2.983","title":"Current Steel Structures Research No. 22","year":2010,"lang":"en","type":"article","venue":"Engineering Journal","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Univerza v Ljubljani; University of Alberta; Lehigh University","keywords":"Current (fluid); Materials science; Engineering; Electrical engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0005547084,0.000219434,0.0002179469,0.0005047013,0.0001743822,0.000249284,0.0004457539,0.0001113738,0.0005746342],"category_scores_gemma":[0.0003643454,0.0001988653,0.0001337696,0.0004248192,0.00003630238,0.0001838542,0.00005977034,0.003258554,0.0001743608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001021927,"about_ca_system_score_gemma":0.00002914704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005501,"about_ca_topic_score_gemma":0.000003009091,"domain_scores_codex":[0.9983041,0.00002356887,0.0003039631,0.0001708104,0.0005836419,0.0006139214],"domain_scores_gemma":[0.9990234,0.0001069171,0.00002744791,0.0003259875,0.0002232617,0.0002929212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000006428115,0.000009469653,0.0009489221,0.0001051969,0.000185606,0.00004775328,0.0002167702,0.2017259,0.7703286,0.001338285,0.0103039,0.01478321],"study_design_scores_gemma":[0.001138675,0.00009981496,0.09136479,0.0002270103,0.0001021639,0.001305544,0.00007718606,0.4452424,0.1103899,0.001729214,0.3467921,0.001531191],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877924,0.001195912,0.001724487,0.00003145099,0.007447461,0.0000725694,0.000005123943,0.0004246086,0.001305983],"genre_scores_gemma":[0.9904527,0.0001201033,0.00687645,0.000002732764,0.002361433,0.000004775342,0.00000262142,0.00006967004,0.0001095136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6599387,"threshold_uncertainty_score":0.999041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01658962782048089,"score_gpt":0.2842452679504563,"score_spread":0.2676556401299754,"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."}}