{"id":"W4292706093","doi":"","title":"Heavy Vehicle Weights Limitations for Bridge Safety and Durability: Needs and requirements Toward Advanced Bridge Formulae","year":2011,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Transportation Safety and Impact Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Bridge (graph theory); Durability; Vehicle safety; Computer science; Engineering; Reliability engineering; Forensic engineering; Automotive engineering; Database","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.002615219,0.000911821,0.0009542915,0.001127333,0.0008213186,0.002317069,0.002797062,0.001772602,0.0107698],"category_scores_gemma":[0.01187153,0.0005119072,0.0007565846,0.0008361266,0.001052813,0.003756034,0.00202653,0.002069515,0.001929476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007238131,"about_ca_system_score_gemma":0.001223223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002342243,"about_ca_topic_score_gemma":0.002439692,"domain_scores_codex":[0.9979495,0.0002342967,0.0001054539,0.0001986936,0.001370567,0.0001414505],"domain_scores_gemma":[0.995037,0.00157742,0.0003961754,0.0008071679,0.001988163,0.0001940907],"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":[0.001027554,0.0004602672,0.007024939,0.001231478,0.00008830473,0.0008197648,0.0005344093,0.1722335,0.1382207,0.2683597,0.01549877,0.3945006],"study_design_scores_gemma":[0.0001428541,0.001077153,0.01038677,0.000502246,0.0002167626,0.001217709,0.0006020237,0.5250061,0.08046424,0.2888959,0.09125481,0.0002334015],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2160124,0.00529859,0.6811784,0.003643033,0.001377987,0.0002540022,0.001139897,0.001377702,0.08971801],"genre_scores_gemma":[0.8808267,0.003448251,0.08861674,0.0002685668,0.0005204237,0.000227674,0.0009106378,0.0006356534,0.02454547],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0107698,"threshold_uncertainty_score":0.03602862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03873258799827847,"score_gpt":0.2425302823766308,"score_spread":0.2037976943783523,"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."}}