{"id":"W4409326775","doi":"10.3390/infrastructures10040092","title":"The Effect of Girder Profiles on the Probability of Fatigue Damage in Continuous I-Multigirder Steel Bridges","year":2025,"lang":"en","type":"article","venue":"Infrastructures","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Girder; Structural engineering; Materials science; Forensic engineering; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001294223,0.0003374118,0.0003133977,0.0007296274,0.0001919255,0.0004347211,0.0005046759,0.0008206907,0.0006047408],"category_scores_gemma":[0.005020188,0.0003113761,0.0004761705,0.0003309592,0.0006040424,0.0005743029,0.0003426583,0.0003083742,0.000116644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000376197,"about_ca_system_score_gemma":0.0001623692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002871991,"about_ca_topic_score_gemma":0.002913134,"domain_scores_codex":[0.9995419,0.0001290629,0.00002610491,0.0001029437,0.0001030383,0.00009703711],"domain_scores_gemma":[0.9944605,0.003796902,0.0008797462,0.0003872809,0.000324831,0.0001507608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004877461,0.0001236388,0.1369993,0.00006394189,0.0001048376,0.000669449,0.0001369658,0.8234031,0.02590593,0.0006397346,0.0001525317,0.01131284],"study_design_scores_gemma":[0.00002354575,0.00102236,0.2200261,0.0000259932,0.0001034083,0.0006230603,0.0002386457,0.7608656,0.01620254,0.0005646324,0.0002365583,0.00006765032],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977477,0.00006818982,0.001863142,0.0000105228,0.000001647147,0.000004726819,0.00004090977,0.00002169989,0.0002414926],"genre_scores_gemma":[0.9997056,0.00001804347,0.0002118161,0.000001598212,5.779503e-7,0.000001219773,0.00002642925,0.000001855769,0.00003274825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002871991,"threshold_uncertainty_score":0.00684458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005799026288426001,"score_gpt":0.2347272367533248,"score_spread":0.2289282104648988,"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."}}