{"id":"W2130559162","doi":"10.5539/mas.v8n4p134","title":"Optimization of Quickly Assembled Steel-Concrete Composite Bridge Used in Temporary","year":2014,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bridge (graph theory); Deck; Structural engineering; Stiffness; Computer science; Arch bridge; Girder; Canyon; Bridge deck; Arch; Engineering; Geology","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":[0.0002755963,0.0001040283,0.0001817305,0.000243115,0.00004130934,0.00003718771,0.0002207359,0.00003950873,0.000008731258],"category_scores_gemma":[0.00001305075,0.0001044352,0.00002568889,0.0007231291,0.00006602466,0.0001684197,0.00002494443,0.00008294931,0.000003961291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004809757,"about_ca_system_score_gemma":0.00001932009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002101804,"about_ca_topic_score_gemma":0.000003566558,"domain_scores_codex":[0.9991497,0.000008898969,0.0002277148,0.0001883448,0.0002486301,0.0001767544],"domain_scores_gemma":[0.9996231,0.00003740739,0.0000374684,0.0002112598,0.00002672976,0.00006400265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001673641,6.811159e-7,0.0003508465,0.00001104919,0.000002203142,1.194958e-7,0.0001067417,0.6411201,0.3576215,0.0002174768,0.000003250859,0.0005644241],"study_design_scores_gemma":[0.0002103324,0.000005330636,0.007185749,0.000008959092,0.000003893421,5.139244e-7,0.00001116991,0.9344308,0.05795864,0.00006838953,0.000006162661,0.0001100248],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3895692,0.000009304769,0.6082238,0.000009325043,0.00003842853,0.000054368,8.397736e-7,0.00009409447,0.002000679],"genre_scores_gemma":[0.9931179,0.000002685089,0.006815884,0.00002006567,0.00001086668,0.000006674593,0.000005579826,0.00001269108,0.000007710667],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6035486,"threshold_uncertainty_score":0.4258742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0110224649258399,"score_gpt":0.2150920514879273,"score_spread":0.2040695865620874,"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."}}