{"id":"W2604842542","doi":"10.1061/9780784480403.009","title":"Examination of Steel Pin and Hanger Options—Retrofit to Replacement","year":2017,"lang":"en","type":"article","venue":"Structures Congress 2017","topic":"Transportation Safety and Impact Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Research Manitoba; U.S. Department of Transportation","keywords":"Bridge (graph theory); Computer science; Forensic engineering; Engineering; Point (geometry); Construction engineering; Risk analysis (engineering); Business","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002723912,0.000311284,0.0002847782,0.003315866,0.001100246,0.002050202,0.000989706,0.0006321981,0.007106084],"category_scores_gemma":[0.003337373,0.000237881,0.0004295349,0.001899872,0.0008727567,0.001327577,0.000674607,0.0004806586,0.0005987646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001635911,"about_ca_system_score_gemma":0.001336894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007785574,"about_ca_topic_score_gemma":0.03558302,"domain_scores_codex":[0.9981058,0.000392888,0.0001063825,0.0001424653,0.001085136,0.0001673324],"domain_scores_gemma":[0.9962531,0.001095563,0.0005119062,0.0002277933,0.001811886,0.00009978771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001526489,0.0009642016,0.255945,0.001534813,0.0002340638,0.003573258,0.009589375,0.02381982,0.04710653,0.06291592,0.01098972,0.5818009],"study_design_scores_gemma":[0.0000703508,0.005710678,0.5472984,0.001267697,0.0005014053,0.003230428,0.07553887,0.02182084,0.05804622,0.01345852,0.2728807,0.000175908],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8617422,0.002063015,0.005153513,0.0005433122,0.00004938159,0.0001476648,0.0006073706,0.00006940072,0.1296241],"genre_scores_gemma":[0.9831778,0.001042123,0.005523161,0.0001329462,0.000009070392,0.00002827234,0.0003772735,0.00002228767,0.009687084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007785574,"threshold_uncertainty_score":0.02377224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0194070650108695,"score_gpt":0.2714818639390576,"score_spread":0.2520747989281881,"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."}}