{"id":"W563698676","doi":"","title":"New standard precast concrete bridge beams: stage 1 - identification of new standard beam shapes","year":2003,"lang":"en","type":"article","venue":"Transfund New Zealand research report","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Precast concrete; Bridge (graph theory); Beam (structure); Engineering; Construction engineering; Identification (biology); Structural engineering","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":[0.001137561,0.0002529264,0.0004715229,0.0003572912,0.0001083604,0.0001378417,0.0002261951,0.0001558785,0.0008755493],"category_scores_gemma":[0.0001817592,0.0002301621,0.000181869,0.0008309645,0.00007983349,0.0002509731,0.00001132372,0.0004417801,0.00001505595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001494444,"about_ca_system_score_gemma":0.0006765904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001232378,"about_ca_topic_score_gemma":0.0001332802,"domain_scores_codex":[0.9969694,0.00006806667,0.000870973,0.0004060735,0.001142364,0.0005431242],"domain_scores_gemma":[0.9985301,0.0001057775,0.00008280094,0.0004734709,0.0002306316,0.0005771912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008862488,0.00002321455,0.00504296,0.001156633,0.002273043,0.0005442377,0.007096943,0.2650382,0.3720658,0.002773044,0.2502578,0.09284201],"study_design_scores_gemma":[0.003398666,0.0004880194,0.01337936,0.0001951013,0.0001889452,0.0002306725,0.0003822648,0.004924793,0.510794,0.001136184,0.463979,0.0009030111],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4215409,0.001766355,0.5693534,0.000503775,0.0005153589,0.0008953947,0.0002353108,0.0005613021,0.004628183],"genre_scores_gemma":[0.9420984,0.0009026016,0.001917768,0.000006249539,0.0002165682,0.000009912269,0.0001077633,0.00008052633,0.05466015],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5674356,"threshold_uncertainty_score":0.9586651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04525140136041082,"score_gpt":0.3251889003294741,"score_spread":0.2799374989690633,"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."}}