{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001853628,0.001426124,0.000679761,0.001158487,0.001165943,0.004252248,0.003196988,0.001912789,0.2862911],"category_scores_gemma":[0.01172831,0.0007398627,0.001489103,0.001500296,0.0009967183,0.006999476,0.006343707,0.00200645,0.2169206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000773221,"about_ca_system_score_gemma":0.001374181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002570764,"about_ca_topic_score_gemma":0.004365042,"domain_scores_codex":[0.9976215,0.0003042377,0.0001626034,0.0005132144,0.001049133,0.0003492705],"domain_scores_gemma":[0.9966193,0.0004554334,0.0001098314,0.001809935,0.0006774916,0.0003280516],"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":[0.000264454,0.0001323813,0.001972362,0.0003369865,0.00004996129,0.0006051209,0.0003826713,0.003304031,0.003362755,0.06276093,0.6238169,0.3030114],"study_design_scores_gemma":[0.00003047697,0.00004197555,0.0006728935,0.0001145582,0.00001843567,0.0007936067,0.0002117254,0.004077386,0.001766541,0.02040686,0.9718204,0.00004514413],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01155748,0.001547345,0.2399747,0.005978798,0.002949032,0.0006759976,0.01210482,0.08216948,0.6430423],"genre_scores_gemma":[0.1394689,0.00283273,0.1560014,0.007578844,0.0006689701,0.0009955835,0.03508847,0.04417658,0.6131884],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2862911,"threshold_uncertainty_score":0,"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."}}