{"id":"W2362764953","doi":"","title":"The comparative study of bridge diseases standard betweendomestic and overseas","year":2013,"lang":"en","type":"article","venue":"Shanghai Highways","topic":"Evaluation Methods in Various Fields","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Standardization; Bridge (graph theory); CLARITY; Computer science; Risk analysis (engineering); Construction engineering; Engineering; Forensic engineering; Business; Medicine","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":[0.0003656963,0.0001086681,0.0001815607,0.00001846516,0.0002489185,0.00004755094,0.0001991686,0.00002954305,0.0007421126],"category_scores_gemma":[0.0001792656,0.00007359323,0.00002702042,0.0001522586,0.0002967806,0.0001439822,0.0002215374,0.00009089042,0.0001052213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005585291,"about_ca_system_score_gemma":0.00001279054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005489836,"about_ca_topic_score_gemma":0.0002428448,"domain_scores_codex":[0.9986557,0.0002819051,0.0002128741,0.0002196433,0.0004526849,0.0001771465],"domain_scores_gemma":[0.9986565,0.0008217276,0.0001061489,0.0002972817,0.00002511565,0.00009323388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001057793,0.0004901289,0.9055292,0.00002073068,0.0001310313,0.000005126979,0.01161945,0.0008556331,0.001212014,0.002720559,0.05905627,0.01825404],"study_design_scores_gemma":[0.0007167238,0.0004718796,0.9894077,0.000006409391,0.00005387872,9.433138e-7,0.001460827,0.001075446,0.000213076,0.005325908,0.001150245,0.0001170214],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917282,0.0001109952,0.0009743059,0.0001653603,0.0001145145,0.0007875256,0.00002622454,0.00005225431,0.006040657],"genre_scores_gemma":[0.9985074,0.0000150296,0.001103428,0.00004699494,0.00002355821,0.00006729036,0.000002025047,0.000007171526,0.0002270611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08387841,"threshold_uncertainty_score":0.8125612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04228443783331725,"score_gpt":0.3272466172589633,"score_spread":0.284962179425646,"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."}}