{"id":"W4292148289","doi":"10.1139/cjce-2021-0602","title":"A review of the fatigue limit for steel bridges under Ontario highway traffic loading","year":2022,"lang":"en","type":"review","venue":"Canadian Journal of Civil Engineering","topic":"Railway Engineering and Dynamics","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Ministère des Transports","keywords":"Truck; Structural engineering; Range (aeronautics); Bridge (graph theory); Stress (linguistics); Fatigue limit; Engineering; Limit (mathematics); Automotive engineering; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005461097,0.0005378202,0.001726584,0.0005750813,0.00008802211,0.00004731904,0.000878185,0.0002032736,0.00017307],"category_scores_gemma":[0.000206568,0.0004600926,0.001170652,0.0005192184,0.00002693007,0.0001096962,0.00002517325,0.001190055,0.000001007038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00195187,"about_ca_system_score_gemma":0.001993377,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000519223,"about_ca_topic_score_gemma":0.1031707,"domain_scores_codex":[0.9977485,0.00003194478,0.001220646,0.0001808696,0.0002626647,0.0005553532],"domain_scores_gemma":[0.9983747,0.0003051893,0.0003592979,0.0004456056,0.00008983687,0.0004253671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[4.65642e-7,0.000003895054,8.273442e-7,0.08353365,0.0003808232,0.00001552667,0.0001058038,0.878786,6.641363e-7,0.0001465941,0.004161955,0.03286383],"study_design_scores_gemma":[0.0001199211,0.0000338068,0.000005831478,0.07898816,0.0006156942,0.0002679303,0.000009666667,0.008510798,6.76202e-7,0.000002595301,0.9110428,0.0004021225],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001355266,0.9901147,0.005751871,0.00002031992,0.003080596,0.0005103183,0.0001690865,0.00005139572,0.0002880984],"genre_scores_gemma":[0.0006482404,0.998365,0.0002666218,0.0000288017,0.0002466945,0.00005133276,0.00002898159,0.0002106001,0.0001537456],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9068809,"threshold_uncertainty_score":0.9997851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.037849853296915,"score_gpt":0.2315807421288759,"score_spread":0.1937308888319609,"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."}}