{"id":"W4235243635","doi":"10.1061/ciegag.0000238","title":"Custom Fit","year":2009,"lang":"en","type":"article","venue":"Civil engineering","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Buckland & Taylor (Canada)","funders":"","keywords":"Bridge (graph theory); Engineering; Box girder; Girder; Structural engineering; Civil engineering; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003892938,0.0001744646,0.0001599028,0.0001601653,0.00002569633,0.00003688857,0.0001202574,0.00006533909,0.0001668757],"category_scores_gemma":[0.00001676937,0.0001832369,0.00008135955,0.0003313277,0.000005822113,0.0001366112,0.000005972272,0.0001539293,0.00005481705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005552504,"about_ca_system_score_gemma":0.000003561739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000013535,"about_ca_topic_score_gemma":0.00000236305,"domain_scores_codex":[0.9993415,0.000002121006,0.0001640805,0.0001218766,0.0001144139,0.0002559552],"domain_scores_gemma":[0.999657,0.00001607366,0.000008503287,0.0001973894,0.00001585582,0.000105127],"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":[4.337696e-7,0.000001969365,0.000006503612,0.00001432253,0.00002044925,0.000003846174,0.00004208879,0.9820726,0.007340306,0.0007885117,0.001184377,0.008524585],"study_design_scores_gemma":[0.0001196197,0.00001144451,0.002091789,0.00001927443,0.00001429599,0.00001042533,0.000009524546,0.9822619,0.004399736,0.00004868638,0.01075149,0.0002618514],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06645012,0.001338961,0.9096388,0.000161727,0.001009473,0.0001175293,0.000006218085,0.005029544,0.01624768],"genre_scores_gemma":[0.9982852,0.00003563503,0.001317838,0.00004477112,0.0001428282,0.000004022482,0.000006102243,0.00002769587,0.0001358659],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9318351,"threshold_uncertainty_score":0.7472184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006512323602738725,"score_gpt":0.1891179816687841,"score_spread":0.1826056580660453,"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."}}