{"id":"W3145928063","doi":"10.1016/j.engfailanal.2021.105397","title":"Fatigue crack arrest in steel beams using FRP composites","year":2021,"lang":"en","type":"article","venue":"Engineering Failure Analysis","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Materials science; Composite material; Stiffness; Fibre-reinforced plastic; Structural engineering; Crack closure; Fracture (geology); Fracture mechanics; Engineering","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":[0.0003349756,0.0004126687,0.0002436123,0.0004818471,0.0001432972,0.0001193981,0.0002837015,0.0003074876,0.0004351641],"category_scores_gemma":[0.0005518108,0.0002166477,0.0002273956,0.0001322254,0.0002638182,0.0002379786,0.0001356571,0.0001801887,0.0001601168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000265206,"about_ca_system_score_gemma":0.0001802456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002895643,"about_ca_topic_score_gemma":0.004926948,"domain_scores_codex":[0.9997941,0.00002421745,0.000008052472,0.0000467085,0.0001031535,0.00002382558],"domain_scores_gemma":[0.9996231,0.0001088281,0.0001274076,0.00003229185,0.00009218877,0.00001612523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008843516,0.00002305113,0.002834124,0.00005397201,0.000006432368,0.0000826118,0.00008742754,0.01052273,0.9775429,0.00008038172,0.00002626864,0.008651625],"study_design_scores_gemma":[0.00001106235,0.001073977,0.03251045,0.00002253459,0.00002274603,0.0001869134,0.00006416999,0.1302417,0.8352274,0.00007480333,0.0005339276,0.00003033185],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987008,0.0001759542,0.01210339,0.000008328208,0.000002545309,0.00001407834,0.00003944315,0.0001080596,0.0005401844],"genre_scores_gemma":[0.9952495,0.00006460936,0.004405789,0.00000264661,9.1917e-7,0.000009208989,0.00002836899,0.000006835556,0.000232018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002895643,"threshold_uncertainty_score":0.00575757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01141668752377586,"score_gpt":0.224902937803401,"score_spread":0.2134862502796251,"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."}}