{"id":"W182321461","doi":"","title":"ALL HANDS ON DECK","year":2001,"lang":"en","type":"article","venue":"Bridge design & engineering","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Deck; Stiffening; Bridge (graph theory); Truss; Engineering; Suspension (topology); Bridge deck; Work (physics); Forensic engineering; Civil engineering; Transport engineering; Structural engineering; Mechanical engineering; Mathematics","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"],"consensus_categories":[],"category_scores_codex":[0.0001244977,0.0002753735,0.0002217029,0.0002497559,0.00004159206,0.00006086798,0.0001658313,0.00009484203,0.00007532119],"category_scores_gemma":[0.00004285078,0.000286626,0.0001030243,0.0003829908,0.00000904966,0.0001260452,0.00001115884,0.0002497595,0.0001238715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009672571,"about_ca_system_score_gemma":0.000005949876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001003808,"about_ca_topic_score_gemma":0.000001136702,"domain_scores_codex":[0.9989862,0.00001274961,0.0002283273,0.0002006334,0.0001861169,0.0003859256],"domain_scores_gemma":[0.9994394,0.00008959576,0.00001467591,0.0002715931,0.00002202367,0.0001627203],"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":[0.000006765955,0.000004458473,0.00004991603,0.00001307707,0.00008087225,0.00002946929,0.00005105626,0.9870929,0.007470691,0.0006618638,0.002522103,0.002016827],"study_design_scores_gemma":[0.0003474627,0.00004611581,0.009142403,0.00003275832,0.00003092128,0.00004964625,0.000004751514,0.968837,0.01207634,0.00001870918,0.00901712,0.0003968008],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.102347,0.0001170445,0.8950143,0.00003652523,0.0003108845,0.00009424597,0.000002415362,0.001464029,0.0006135418],"genre_scores_gemma":[0.996256,0.0001186773,0.00312852,0.0000688974,0.0001956527,0.00002498823,0.00001546968,0.00008117078,0.000110612],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.893909,"threshold_uncertainty_score":0.9999586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0301126270382012,"score_gpt":0.2219152356937147,"score_spread":0.1918026086555135,"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."}}