{"id":"W4235980206","doi":"10.22215/etd/2016-11218","title":"An Experimental and Numerical Study of Three-Dimensional Fatigue Damage in Carbon Fibre Reinforced Polymers","year":2016,"lang":"en","type":"dissertation","venue":"","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Materials science; Finite element method; Fracture mechanics; Composite material; Shear (geology); Structural engineering; Damage mechanics; Mesoscopic physics; 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":[0.0003390135,0.0002439461,0.0002802441,0.0003092091,0.000493497,0.0002280798,0.0004235055,0.0008207267,0.001408679],"category_scores_gemma":[0.0009230505,0.0001797513,0.000227088,0.000324378,0.0007742053,0.0003539088,0.000227654,0.000337464,0.00009591052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002730947,"about_ca_system_score_gemma":0.0001859697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001393307,"about_ca_topic_score_gemma":0.001496371,"domain_scores_codex":[0.9998738,0.0000160834,0.000006691935,0.00002213193,0.00005493814,0.00002639936],"domain_scores_gemma":[0.9992126,0.000480641,0.00008107008,0.00009506006,0.0001014439,0.0000290054],"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":[0.000392075,0.0009581101,0.01044645,0.00045042,0.00003130789,0.0007145221,0.0006562194,0.4644449,0.4982875,0.002385127,0.0003863187,0.02084694],"study_design_scores_gemma":[0.0000387802,0.001023801,0.01718477,0.0000167727,0.00001773724,0.000299847,0.0001861936,0.8718977,0.1080488,0.0004407252,0.0008026412,0.00004231496],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910567,0.0001263862,0.006615741,0.00003365789,0.000008688758,0.00003440294,0.0001204382,0.00004905234,0.001954935],"genre_scores_gemma":[0.9953516,0.00006744744,0.004099727,0.000005435545,0.000002884006,0.00002221289,0.00004159678,0.00000557675,0.000403699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001408679,"threshold_uncertainty_score":0.004712462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01543502689914327,"score_gpt":0.2762835007723396,"score_spread":0.2608484738731963,"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."}}