{"id":"W89924414","doi":"10.17226/13825","title":"Steel Bridge Erection Practices","year":2005,"lang":"en","type":"book","venue":"Transportation Research Board eBooks","topic":"Transport and Economic Policies","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bridge (graph theory); Forensic engineering; Engineering; Construction engineering; Civil engineering; Medicine","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009576238,0.0004362956,0.000500099,0.001072532,0.0004465413,0.0005085011,0.0005121671,0.0004494521,0.001110949],"category_scores_gemma":[0.00003154877,0.0004697878,0.0002730794,0.0001311279,0.0002863563,0.001124761,0.00001739898,0.001203018,0.002544221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002284772,"about_ca_system_score_gemma":0.0003931256,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007956833,"about_ca_topic_score_gemma":0.04341083,"domain_scores_codex":[0.9968852,0.00001964629,0.0007331159,0.000692425,0.0008836425,0.0007859996],"domain_scores_gemma":[0.9980752,0.0001255998,0.0008380827,0.0004709781,0.0004361793,0.00005389721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008830146,0.0001960013,0.008505051,0.002922076,0.0004802638,0.0001588481,0.001308686,0.0001621739,0.0002818473,0.261148,0.6800023,0.04395173],"study_design_scores_gemma":[0.0004986331,0.00001876865,0.07539049,0.0001579813,0.000123635,3.980952e-7,0.00007547575,0.00005039968,0.00001803565,0.005436753,0.9177831,0.0004463537],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0315012,0.0001490644,0.00002447858,0.0006312585,0.0005235749,0.0009170562,0.00007610369,0.0003898986,0.9657874],"genre_scores_gemma":[0.09350613,0.00009153157,0.0000635851,0.0007615748,0.006348219,0.0001608457,0.0009854821,0.0001679345,0.8979147],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2557113,"threshold_uncertainty_score":0.9998022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1101686674692189,"score_gpt":0.333709554039222,"score_spread":0.2235408865700031,"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."}}